FLOPs to train GPT-3: 267 câu trả lời

“Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.”

Các câu trả lời đã lưu trữ, mới nhất trước, từ thg 1 2025 đến thg 10 2026. Mỗi câu trả lời giữ prompt được ghi lại của nó.

1. Step 5 Preview StepFun, 9 thg 10, 2026
   Using the remembered GPT-3 specs: - Parameters: \(N \approx 175 \times 10^9 = 175\text{B}\) - Training tokens: \(D \approx 300 \times 10^9 = 300\text{…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

2. Claude Haiku 5.5 Anthropic, 9 thg 10, 2026
   I'll estimate this from known architectural facts and the standard scaling-law approximation, without looking anything up. Step 1: Recall GPT-3's size…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

3. Mistral Large 4 Mistral, 6 thg 10, 2026
   I'll estimate GPT-3's training FLOPs from first principles, using what I know about the architecture and training setup. Step 1: Establish the Key Par…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

4. Ling 3.1 Flash inclusionAI, 6 thg 10, 2026
   To estimate the total FLOPs (floating-point operations) required to train GPT-3, I'll use the known architectural and training parameters of GPT-3 and…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

5. GPT-6.1 Sol OpenAI, 30 thg 9, 2026
   Estimated training compute for the largest GPT-3 model: approximately \(3.2 \times 10^{23}\) FLOPs. This is a back-of-the-envelope estimate, without a…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

6. Ternary Bonsai 2 27B Prism, 28 thg 9, 2026
   Estimating FLOPs to Train GPT-3 Key Parameters (from the GPT-3 paper, Brown et al. 2020) Quantity Value ------ Parameters (N) ≈ 175 billion (1.75 × 10…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

7. Solar Pro 4 Upstage, 28 thg 9, 2026
   To estimate the total FLOPs required to train GPT-3, I'll focus on the largest and most widely referenced version: GPT-3 175B (175 billion parameters)…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

8. Solar Mini 4 Upstage, 28 thg 9, 2026
   Estimating GPT-3 Training FLOPs To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3 without searching online, I …
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

9. Qwen3.8 Omni Flash Qwen, 28 thg 9, 2026
   Assuming you mean the full 175B-parameter GPT-3 model’s main training run, a good estimate is: \[ \boxed{\text{about }3\times 10^{23}\text{ FLOPs}} \]…
   Prompt được ghi lại

   Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

10. Qwen3.8 Max Prime Qwen, 28 thg 9, 2026
    Estimating FLOPs to Train GPT-3 Key Facts About GPT-3 Property Value ----------------- Parameters (N) 175 billion Training tokens (D) 300 billion Arch…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

11. Qwen3.8 Max (0902) Qwen, 28 thg 9, 2026
    Estimating the FLOPs to Train GPT-3 Key Facts About GPT-3 Property Value ----------------- Parameters (N) 175 billion Training tokens (D) 300 billion …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

12. Qwen3.8 Flash Qwen, 28 thg 9, 2026
    A reasonable estimate is: \[ \boxed{\text{about } 3 \times 10^{23}\ \text{FLOPs}} \] This is the commonly cited order of magnitude for GPT-3 training …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

13. Qwen3.7 Flash Qwen, 28 thg 9, 2026
    Here’s a step-by-step reasoning to estimate the total FLOPs required to train GPT-3, relying only on architectural principles, standard deep learning …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

14. Nemotron 3 Nano Omni NVIDIA, 28 thg 9, 2026
    Step‑by‑step estimate of the total number of floating‑point operations (FLOPs) needed to train GPT‑3 Item What we need to know Reasonable value (deriv…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

15. Muse Glimmer 30B Meta, 28 thg 9, 2026
    GPT-3 is a dense Transformer decoder with 175B parameters trained on 300B tokens of text. The standard back-of-the-envelope for training FLOPs of a de…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

16. MiMo-V2.6-Pro Xiaomi, 28 thg 9, 2026
    Estimating Training FLOPs for GPT-3 (175B) Key Formula The standard estimate for total training compute is: $$\text{FLOPs} \approx 6 \times N \times D…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

17. MiMo-V2.6-Flash Xiaomi, 28 thg 9, 2026
    Estimating GPT-3 Training FLOPs Known Facts About GPT-3 - Parameters (N): 175 billion (175 × 10⁹) - Training tokens (D): 300 billion (300 × 10⁹) - Arc…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

18. Mercury 2.5 Inception, 28 thg 9, 2026
    To estimate the total floating-point operations (FLOPs) required to train GPT-3, I will break down the known architecture and training dataset size, t…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

19. Ling 3.0 Flash Sante inclusionAI, 28 thg 9, 2026
    Here's my step-by-step estimation of GPT-3's training compute: Step 1: Identify the model scale GPT-3 has 175 billion parameters (1.75 × 10¹¹). Step 2…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

20. Ling 3.0 Flash Fin inclusionAI, nghỉ hưu thg 9 2026, 28 thg 9, 2026
    Estimating the Total FLOPs to Train GPT-3 Key Parameters of GPT-3 (from Brown et al., 2020) Parameter Value ------ Number of parameters (P) 175 billio…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

21. Ling 3.0 Flash inclusionAI, 28 thg 9, 2026
    Estimating GPT-3 Training FLOPs from First Principles Key Known Facts About GPT-3 (from memory/prior knowledge) Parameter Value ------ Number of param…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

22. Laguna XS 2.1 Poolside, 28 thg 9, 2026
    To estimate the total number of FLOPs required to train GPT-3, we use a standard formula for large language models: Total FLOPs ≈ 6 × Parameters × Tok…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

23. Laguna S 2.1 Poolside, 28 thg 9, 2026
    To estimate the total number of FLOPs required to train GPT-3, we use the commonly accepted formula for training a transformer model, which is approxi…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

24. Hy3 Tencent, 28 thg 9, 2026
    Estimate: Roughly \(3 \times 10^{23}\) floating‑point operations (about 300 sextillion FLOPs) to train the 175 B‑parameter GPT‑3. --- Step‑by‑step rea…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

25. Grok 4.7 xAI, 28 thg 9, 2026
    About \(3 \times 10^{23}\) FLOPs (roughly \(3.1 \times 10^{23}\)) for the 175B GPT-3 model. Reasoning 1. Parameter count. The full GPT-3 model has \(N…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

26. GPT-6 Sol Pro OpenAI, 28 thg 9, 2026
    A standard estimate is about \(3 \times 10^{23}\) FLOPs to train GPT-3. 1. GPT-3 has approximately 175 billion parameters: \(N = 1.75 \times 10^{11}\)…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

27. GPT-6 Sol OpenAI, 28 thg 9, 2026
    A reasonable estimate is \(3\times10^{23}\) FLOPs to train the 175-billion-parameter GPT-3 model. 1. Assume the training scale: GPT-3 has about \(N=17…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

28. GPT-6 Luna Pro OpenAI, 28 thg 9, 2026
    A standard estimate for training compute is \[ \text{FLOPs} \approx 6ND, \] where \(N\) is the number of model parameters and \(D\) is the number of t…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

29. GPT-6 Luna OpenAI, 28 thg 9, 2026
    A standard estimate for training a dense language model is \[ \text{training FLOPs} \approx 6ND, \] where \(N\) is the number of model parameters and …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

30. GLM 5.3 Prime Zhipu, 28 thg 9, 2026
    Estimating Training FLOPs for GPT-3 Step 1: Recall the key parameters From the GPT-3 paper (from memory): - Parameters (N): 175 billion - Training tok…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

31. GLM 5.3 FlashX Zhipu, 28 thg 9, 2026
    Estimating GPT-3 Training FLOPs Step 1: Recall Key Model Facts From the GPT-3 paper (which I know from training data): - Parameters: 175 billion (175 …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

32. GLM 5.3 Flash Zhipu, 28 thg 9, 2026
    Estimating GPT-3 Training FLOPs Step 1: Model Size GPT-3's largest version has 175 billion parameters (1.75 × 10¹¹). Step 2: Training Tokens The train…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

33. GLM 5.3 Zhipu, 28 thg 9, 2026
    Estimating Training FLOPs for GPT-3 Step 1: Recall the key formula For transformer language models, a well-known rule of thumb (from the Chinchilla/Ka…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

34. DeepSeek V4.1 Flash DeepSeek, 28 thg 9, 2026
    To estimate GPT-3 training FLOPs from memory, use the standard dense-transformer training compute approximation: \[ C \approx 6ND \] where: - \(N\) = …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

35. DeepSeek V4 Flash Vision Exp DeepSeek, 28 thg 9, 2026
    To estimate the training FLOPs for GPT-3, I’ll use three key numbers and a standard rule of thumb for transformer training. Step 1: Model size GPT-3 i…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

36. Command A+ Cohere, 28 thg 9, 2026
    To estimate the total FLOPs required to train GPT-3, I need to analyze the model's architecture, training process, and make reasonable assumptions bas…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

37. Claude Sonnet 5.5 Anthropic, 28 thg 9, 2026
    Estimate: about 3 × 10²³ FLOPs Step 1: Recall the model size and training data. - GPT-3 (175B version) has N ≈ 175 × 10⁹ parameters. - It was trained …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

38. Claude Opus 5.5 Anthropic, 28 thg 9, 2026
    Estimating the Training FLOPs for GPT-3 Step 1: Recall the key facts about GPT-3 - Parameters (N): about 175 billion (1.75 × 10¹¹) - Training tokens (…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

39. GPT-6 Astra OpenAI, 4 thg 9, 2026
    For the 175-billion-parameter GPT-3 model, I estimate approximately \(3.2 \times 10^{23}\) FLOPs for its main training run, using remembered model spe…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

40. Muse Spark 1.3 Contributor Meta, 2 thg 9, 2026
    This is a classic Fermi estimate for a Transformer. You can get within a factor of 2 with just 3 numbers: Training FLOPs $\approx$ FLOPs per token $\t…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

41. Muse Spark 1.3 Meta, 2 thg 9, 2026
    The famous estimate for Transformer training is: Compute 6 x Params x Tokens For GPT-3 that comes out to 3e23 FLOPs. Here's how to get it from scratch…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

42. Mercury 2.5 Preview Inception, nghỉ hưu thg 9 2026, 2 thg 9, 2026
    To estimate the total FLOPs required to train GPT-3, we can break down the calculation using known architectural and training statistics from the mode…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

43. Hy4 Preview Tencent, 2 thg 9, 2026
    Here is the step-by-step estimation for the total number of Floating Point Operations (FLOPs) required to train GPT-3. The Core Formula For a standard…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

44. Granite 4.2 8B IBM, 2 thg 9, 2026
    To estimate the total FLOPs for training GPT-3 without external data, follow these steps: 1. Identify key parameters: - Model size: 175B parameters (G…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

45. Gemini 3.8 Flash Google, 2 thg 9, 2026
    To estimate the total floating-point operations (FLOPs) required to train the full GPT-3 model, we can use the standard theoretical scaling law for de…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

46. Ox Alpha Code names, nghỉ hưu thg 8 2026, 24 thg 8, 2026
    Estimating GPT-3 Training FLOPs Step 1: Model Size GPT-3 has 175 billion parameters (the largest variant). Step 2: FLOPs per Token per Parameter For a…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

47. Seed 2.1 Turbo ByteDance, 18 thg 8, 2026
    To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we break down the problem step by step, focusing on the lar…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

48. Seed 2.0 Code ByteDance, 18 thg 8, 2026
    Step-by-Step Estimate of GPT-3 Training FLOPs (All reasoning uses no external search—relies on transformer first principles, GPT-3 specs (175B paramet…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

49. Qwen3.8 27B Qwen, 18 thg 8, 2026
    A good estimate uses the standard LLM training compute rule of thumb: \[ \text{Training FLOPs} \approx 6ND \] where: - \(N\) = number of model paramet…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

50. Qwen3.8 2.4T A95B Qwen, 18 thg 8, 2026
    A reasonable estimate is: \[ \boxed{\sim 3 \times 10^{23} \text{ FLOPs}} \] More specifically, about: \[ \boxed{3.1 \times 10^{23} \text{ FLOPs}} \] f…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

51. Nemotron 3.5 Lightning NVIDIA, 18 thg 8, 2026
    To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3 without searching the internet, we must rely on the standard…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

52. LFM2.5-2.6B Liquid, 18 thg 8, 2026
    To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we need to break down the calculation into the model's arch…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

53. Grok 4.6 xAI, 18 thg 8, 2026
    The standard approximation for the training compute of a dense transformer is \(C \approx 6ND\) FLOPs, where \(N\) is the number of parameters and \(D…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

54. Gemini 3.7 Flash Google, 18 thg 8, 2026
    To estimate the total floating-point operations (FLOPs) required to train GPT-3, we can use the standard scaling laws and computational approximations…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

55. Dots3-Note Preview dots, 18 thg 8, 2026
    To estimate the total number of FLOPs required to train GPT-3, I rely on the model's known specifications and a standard rule of thumb for transformer…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

56. DeepSeek V4 Pro 0813 DeepSeek, 18 thg 8, 2026
    From memory, GPT-3 has about 175 billion parameters and was trained on about 300 billion tokens. A widely used approximation for dense transformer tra…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

57. DeepSeek V4 Flash 0731 DeepSeek, 5 thg 8, 2026
    The total training FLOPs for GPT-3 is approximately: 3 × 10²³ FLOPs or about 300 zettaFLOPs (more specifically 315 zettaFLOPs). Step-by-step reasoning…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

58. Claude Opus 5 Anthropic, 24 thg 7, 2026
    Step 1: Recall the two key numbers about GPT-3 - Parameters: 175 billion (1.75 × 10¹¹) - Training tokens: 300 billion (3 × 10¹¹) These are the two qua…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

59. Gemini 3.6 Flash Google, 23 thg 7, 2026
    To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3, we can use a standard rule-of-thumb formula derived from Tr…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

60. Inkling Thinking Machines, 21 thg 7, 2026
    Here is the step-by-step reasoning to estimate the training FLOPs for GPT-3 (the 175B parameter version). Step 1: Identify the model size (N) GPT-3’s …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

61. Muse Spark 1.1 Meta, 16 thg 7, 2026
    For GPT-3 175B, the standard estimate is: 3 x 10^23 FLOPs If you count a multiply-add as 1 FLOP, 1.5e23. That's 3,600 petaflop-days. Here's how you ge…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

62. Kimi K3 Moonshot, 16 thg 7, 2026
    Assume “GPT-3” refers to the flagship 175-billion-parameter model. 1. Use the standard transformer training-cost approximation For a dense transformer…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

63. Grok 4.5 xAI, 9 thg 7, 2026
    Setup and known quantities. GPT-3 (the largest model in the family) has \(N \approx 175 \times 10^9 = 1.75 \times 10^{11}\) trainable parameters. It w…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

64. GPT-5.6 Terra OpenAI, 9 thg 7, 2026
    A good back-of-the-envelope estimate is: \[ \boxed{\text{Training FLOPs for GPT-3} \approx 3\times10^{23}\text{ FLOPs}} \] or roughly 300 zettaFLOPs t…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

65. GPT-5.6 Sol OpenAI, 9 thg 7, 2026
    A standard back-of-the-envelope estimate for dense Transformer training is: \[ C \approx 6ND \] where: - \(N\) = number of trainable parameters - \(D\…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

66. GPT-5.6 Luna Pro OpenAI, 9 thg 7, 2026
    A reasonable estimate is: \[ \boxed{\text{about }3\times 10^{23}\text{ FLOPs}} \] Here is the reasoning. 1. Model size GPT-3 has approximately \[ N = …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

67. GPT-5.6 Luna OpenAI, 9 thg 7, 2026
    A standard back-of-the-envelope estimate for training a dense Transformer is \[ \text{Training FLOPs} \approx 6ND, \] where: - \(N\) = number of model…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

68. Claude Sonnet 5 Anthropic, 30 thg 6, 2026
    Estimating FLOPs to Train GPT-3 I'll work through this using the well-known approximation method, building up from first principles rather than recall…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

69. North Mini Code Cohere, 24 thg 6, 2026
    Answer (in words): Training GPT‑3 required on the order of 10²³–10²⁴ floating‑point operations (FLOPs) – roughly 3 × 10²³ FLOPs if we use the numbers …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

70. GLM 5.2 Zhipu, 16 thg 6, 2026
    Based on standard machine learning scaling laws and the known architecture of GPT-3, the estimated total number of FLOPs (Floating Point Operations) r…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

71. OpenRouter Fusion · Quality (Jun 2026) OpenRouter, 13 thg 6, 2026
    I'll work through this estimation for you. Estimating GPT-3's Training FLOPs Step 1: Use the standard transformer compute formula For training a dense…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

72. OpenRouter Fusion · Budget (Jun 2026) OpenRouter, 13 thg 6, 2026
    To estimate the total computational effort required to train the largest version of GPT-3 (GPT-3 175B), we can use established scaling laws and heuris…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

73. Kimi K2.7 Code Moonshot, 13 thg 6, 2026
    Here is a rough, back-of-the-envelope estimate based on the standard scaling-law formula for training decoder-only transformers. 1. The key numbers fo…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

74. Claude Fable 5 Anthropic, 9 thg 6, 2026
    Estimating GPT-3 Training FLOPs Step 1: Recall the key facts about GPT-3 - Parameters (N): 175 billion (1.75 × 10¹¹) - Training tokens (D): 300 billio…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

75. Nemotron 3.5 Content Safety NVIDIA, 6 thg 6, 2026
    User Safety: safe
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

76. Nemotron 3 Ultra NVIDIA, 6 thg 6, 2026
    Based on the details published in the original GPT-3 paper ("Language Models are Few-Shot Learners", Brown et al., 2020) and standard Transformer trai…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

77. Qwen3.7 Plus Qwen, 4 thg 6, 2026
    To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3 without searching online, we can rely on well-established ru…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

78. MiniMax M3 MiniMax, 2 thg 6, 2026
    Estimating GPT-3 Training FLOPs Step 1: Identify the Key Parameters From what's publicly known about GPT-3 (175B parameter version): - Number of non-e…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

79. Claude Opus 4.8 Anthropic, 28 thg 5, 2026
    Estimating FLOPs to Train GPT-3 Key Facts I Recall - Parameters (N): GPT-3 has 175 billion parameters (1.75 × 10¹¹) - Training tokens (D): GPT-3 was t…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

80. Qwen3.7 Max Qwen, 22 thg 5, 2026
    Estimating the FLOPs to Train GPT-3 Key Known Facts Property Value ------ Parameters (N) 175 billion (1.75 × 10¹¹) Training tokens (D) 300 billion (3 …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

81. Gemini 3.5 Flash Google, 19 thg 5, 2026
    To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we can use a well-established heuristic in deep learning. H…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

82. ERNIE 4.5 300B A47B Baidu, nghỉ hưu thg 6 2026, 11 thg 5, 2026
    Here's a step - by - step estimation of the total number of FLOPs required to train GPT - 3: 1. Understand the key components of GPT - 3 training The …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

83. Ring 2.6 1T inclusionAI, nghỉ hưu thg 5 2026, 8 thg 5, 2026
    Step‑by‑step estimate Quantity Value (order of magnitude) How it is obtained ---------------------------------------------------------- Number of trai…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

84. Gemini 3.1 Flash Lite Google, 7 thg 5, 2026
    To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we can use the standard scaling laws established by OpenAI …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

85. Grok 4.3 xAI, 2 thg 5, 2026
    Step-by-step estimation: 1. GPT-3 has 175 billion parameters, so \(N = 1.75 \times 10^{11}\). 2. Training processed roughly 300 billion tokens in tota…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

86. Owl Alpha Code names, nghỉ hưu thg 6 2026, 28 thg 4, 2026
    To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we can use a well-known approximation from the literature a…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

87. Qwen3.6 Max Preview Qwen, 27 thg 4, 2026
    Here’s a step-by-step estimation of the total FLOPs required to train GPT-3, using only first principles and widely known facts from the LLM training …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

88. Qwen3.6 Flash Qwen, 27 thg 4, 2026
    Here’s a step-by-step derivation of the total FLOPs required to train GPT-3, using publicly known architectural specifications and standard deep learn…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

89. Qwen3.6 35B A3B Qwen, 27 thg 4, 2026
    Here’s a step-by-step reasoning process to estimate the total FLOPs required to train GPT-3, using only established architectural principles and widel…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

90. Qwen3.6 27B Qwen, 27 thg 4, 2026
    Here’s a step-by-step estimation of the total FLOPs required to train GPT-3, using publicly known model specifications and standard deep learning comp…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

91. Qwen3.5 Plus 2026-04-20 Qwen, 27 thg 4, 2026
    Based on the architectural specifications of GPT-3 and standard computational heuristics for transformer models, the estimated total number of FLOPs (…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

92. GPT-5.5 OpenAI, 24 thg 4, 2026
    A reasonable estimate for the compute to train GPT-3 is: \[ \boxed{\sim 3 \times 10^{23}\ \text{FLOPs}} \] More specifically, about: \[ \boxed{3.1 \ti…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

93. DeepSeek V4 Pro DeepSeek, 24 thg 4, 2026
    To estimate the total number of FLOPs required to train GPT-3, we can use a well-known approximation for transformer models: Total training FLOPs ≈ 6 …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

94. DeepSeek V4 Flash DeepSeek, 24 thg 4, 2026
    The total number of FLOPs required to train GPT-3 is approximately 3.15 × 10²³. This estimate is derived as follows: 1. Model parameters: GPT-3 has 17…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

95. Ling 2.6 1T inclusionAI, nghỉ hưu thg 5 2026, 23 thg 4, 2026
    Here is a step-by-step back-of-the-envelope estimate, using only widely known facts about GPT-3 and standard deep learning training heuristics (no onl…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

96. MiMo-V2.5-Pro Xiaomi, 22 thg 4, 2026
    Estimating GPT-3 Training FLOPs Key Parameters Quantity Value ------ Model size (N) 175 billion parameters Training tokens (D) 300 billion tokens The …
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

97. MiMo-V2.5 Xiaomi, 22 thg 4, 2026
    Estimating the total FLOPs (Floating Point Operations) required to train GPT-3 without external sources relies on a well-known approximation in deep l…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

98. Ling 2.6 Flash inclusionAI, nghỉ hưu thg 4 2026, 21 thg 4, 2026
    Alright — let's break this down step by step. --- Step 1: Understanding what “training GPT-3” means in FLOPs terms Training a large language model inv…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

99. Kimi K2.6 Moonshot, 20 thg 4, 2026
    To estimate the training compute for GPT‑3, I’ll break the problem into three pieces: the size of the model, the size of the training dataset, and the…
    Prompt được ghi lại

    Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

100. Claude Opus 4.7 Anthropic, 16 thg 4, 2026
     Estimating GPT-3 Training FLOPs Step 1: Recall the standard formula For a dense transformer trained with standard autoregressive language modeling, th…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

101. Elephant Alpha Code names, nghỉ hưu thg 4 2026, 14 thg 4, 2026
     Alright — let’s break this down step by step. --- Step 1: Understanding the scale of GPT-3 GPT-3 has 175 billion parameters. Training involves optimiz…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

102. GLM 5.1 Zhipu, 7 thg 4, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can use a well-established rule of thumb in deep learnin…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

103. Gemma 4 26B A4B Google, 3 thg 4, 2026
     To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3, we can use a standard heuristic derived from the scaling la…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

104. Gemma 4 31B Google, 2 thg 4, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can use a well-established heuristic from deep learning …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

105. Qwen3.6 Plus Preview Qwen, nghỉ hưu thg 4 2026, 30 thg 3, 2026
     Here’s a step-by-step estimation using well-established rules of thumb from transformer scaling literature. No external lookup is required; the deriva…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

106. Qwen3 Max Thinking Qwen, 29 thg 3, 2026
     Step-by-Step Estimation of FLOPs to Train GPT-3 (All values derived from widely known technical details of GPT-3 as reported in OpenAI’s 2020 paper "L…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

107. Qwen3 30B A3B Thinking 2507 Qwen, 29 thg 3, 2026
     Step-by-Step Estimation of GPT-3 Training FLOPs I'll estimate the total FLOPs (Floating Point Operations) required to train GPT-3 using only establish…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

108. Qwen3 30B A3B Qwen, 29 thg 3, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can break down the problem into key components: model ar…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

109. Qwen3 235B A22B Qwen, 29 thg 3, 2026
     Step-by-Step Estimation of FLOPs Required to Train GPT-3 1. Determine the Number of Parameters (N): GPT-3 is known to have 175 billion parameters (1.7…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

110. Mistral Nemo Mistral, 29 thg 3, 2026
     To estimate the total number of FLOPs (Floating Point Operations Per Second) required to train GPT-3, we'll break down the process into its key compon…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

111. Mistral Medium 3 Mistral, 29 thg 3, 2026
     Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves breaking down the problem into several key component…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

112. MiniMax M1 MiniMax, 29 thg 3, 2026
     Below is a back‑of‑the‑envelope estimate of the total floating‑point operations (FLOPs) that were required to train GPT‑3 (the 175‑B parameter version…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

113. Llama 4 Scout Meta, 29 thg 3, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3 without searching online, we'll need to make some educated g…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

114. Llama 4 Maverick Meta, 29 thg 3, 2026
     Estimating the total number of FLOPs (Floating Point Operations) required to train a large language model like GPT-3 involves understanding the model'…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

115. Llama 3.1 70B (Instruct) Meta, 29 thg 3, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3 without searching online, we'll break down the problem into …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

116. Llama 3 70B Meta, nghỉ hưu thg 6 2026, 29 thg 3, 2026
     What a delightful challenge! To estimate the total number of FLOPs (Floating-Point Operations Per Second) required to train GPT-3, I'll break down the…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

117. Gemma 3n 4B Google, nghỉ hưu thg 8 2026, 29 thg 3, 2026
     Okay, let's estimate the FLOPs required to train GPT-3 without relying on external online information. This will be an approximation based on publicly…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

118. GLM 4.5 Air Zhipu, 29 thg 3, 2026
     To estimate the total FLOPs (Floating Point Operations) required to train GPT-3, we follow a step-by-step reasoning based on the model's architecture,…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

119. DeepSeek V3 0324 DeepSeek, 29 thg 3, 2026
     Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 involves several steps and assumptions. Here's a step-by-step…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

120. DeepSeek R1 0528 DeepSeek, 29 thg 3, 2026
     To estimate the total number of FLOPs required to train GPT-3, we use the standard formula for transformer model training FLOPs: Total FLOPs ≈ 6 × (nu…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

121. Claude Sonnet 4 Anthropic, 29 thg 3, 2026
     I'll estimate the FLOPs required to train GPT-3 by breaking this down into components and making reasonable assumptions. Key Parameters and Assumption…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

122. Claude Opus 4.1 Anthropic, 29 thg 3, 2026
     I'll estimate the FLOPs required to train GPT-3 by breaking down the computation into its key components. Key Parameters of GPT-3 First, let me recall…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

123. Claude Opus 4 Anthropic, nghỉ hưu thg 9 2026, 29 thg 3, 2026
     I'll estimate the FLOPs required to train GPT-3 by breaking this down into its components. Key Parameters I Need to Estimate: 1. Model Size: GPT-3 has…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

124. Claude 3 Haiku Anthropic, nghỉ hưu thg 9 2026, 29 thg 3, 2026
     Estimating the total number of FLOPs (Floating-Point Operations) required to train GPT-3 without searching online is a challenging task, as the exact …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

125. MiMo-V2-Pro Xiaomi, nghỉ hưu thg 5 2026, 19 thg 3, 2026
     Estimating GPT-3 Training FLOPs Key Parameters Component Value ------------------ Model parameters (N) 175 billion (1.75 × 10¹¹) Training tokens (D) 3…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

126. MiMo-V2-Omni Xiaomi, nghỉ hưu thg 5 2026, 19 thg 3, 2026
     To estimate the total floating-point operations (FLOPs) required to train GPT-3, we start with the model's key specifications: it has 175 billion para…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

127. MiniMax M2.7 MiniMax, 18 thg 3, 2026
     To estimate the total FLOPs required to train GPT-3, we can follow a step-by-step reasoning process based on known architectural details and computati…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

128. Mistral Small 4 Mistral, 17 thg 3, 2026
     Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 without external references involves breaking down the proble…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

129. GPT-5.4 Nano OpenAI, 17 thg 3, 2026
     Below is a back-of-the-envelope FLOPs estimate for training something “GPT‑3–like” (the 175B parameter model described in the original GPT‑3 paper). I…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

130. GPT-5.4 Mini OpenAI, 17 thg 3, 2026
     A reasonable back-of-the-envelope estimate for training GPT-3 is about 3 × 10²³ FLOPs total, with maybe a factor-of-2 uncertainty depending on what yo…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

131. GLM 5 Turbo Zhipu, 16 thg 3, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can use the standard theoretical framework established b…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

132. Grok 4.20 Multi-Agent Beta xAI, nghỉ hưu thg 3 2026, 12 thg 3, 2026
     3.15 \times 10^{23} FLOPs GPT-3 (the 175B-parameter version) has N ≈ 1.75 × 10^{11} parameters. It was trained on a filtered dataset of roughly D ≈ 3 …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

133. Grok 4.20 Beta xAI, nghỉ hưu thg 3 2026, 12 thg 3, 2026
     Estimated total FLOPs for training GPT-3: 3.4 × 10²³ FLOPs Step-by-Step Reasoning 1. Model size (parameters) - GPT-3 (the 175B model) has 175 billion …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

134. NVIDIA Nemotron 3 Super NVIDIA, 11 thg 3, 2026
     Step-by-Step Estimation of FLOPs for Training GPT-3 I will estimate the total floating-point operations (FLOPs) required to train GPT-3 based solely o…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

135. Hunter Alpha Code names, nghỉ hưu thg 3 2026, 11 thg 3, 2026
     Estimating the total FLOPs (floating-point operations) for training GPT‑3 involves combining known model parameters, training data size, and standard …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

136. Healer Alpha Code names, nghỉ hưu thg 3 2026, 11 thg 3, 2026
     Let me work through this step by step. Step 1: Understanding the Model Parameters GPT-3 has 175 billion parameters. This is the foundation for our cal…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

137. Seed 2.0 Lite ByteDance, 10 thg 3, 2026
     Step-by-Step Estimate of GPT-3 Training FLOPs First, we ground the calculation in well-established properties of GPT-3 and transformer training comput…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

138. Qwen3.5 9B Qwen, 10 thg 3, 2026
     Based on the available technical documentation and the original research paper "Language Models are Few-Shot Learners" (Brown et al., 2020), here is t…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

139. Mercury 2 Inception, 5 thg 3, 2026
     Answer (order‑of‑magnitude estimate) The training of the original GPT‑3 (the 175 billion‑parameter “GPT‑3‑175B” model) requires on the order of 10²³ f…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

140. GPT-5.4 OpenAI, 5 thg 3, 2026
     A standard back-of-the-envelope estimate for training FLOPs is: \[ \text{Training FLOPs} \approx 6 \times N \times D \] where: - \(N\) = number of mod…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

141. Gemini 3.1 Flash Lite Preview Google, 3 thg 3, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train a Large Language Model like GPT-3, we can use the standard formula…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

142. GPT-5.3 Chat OpenAI, nghỉ hưu thg 8 2026, 3 thg 3, 2026
     We can do a back‑of‑the‑envelope estimate using a common scaling rule for transformer training compute. 1) Known approximate GPT‑3 specs - Parameters …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

143. Qwen3.5 Flash Qwen, 26 thg 2, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can rely on the model's configuration details which were…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

144. Qwen3.5 35B A3B Qwen, 26 thg 2, 2026
     To estimate the total FLOPs (Floating Point Operations) required to train GPT-3, we need to combine three key pieces of information: the number of par…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

145. Qwen3.5 27B Qwen, 26 thg 2, 2026
     To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3, we can use the standard formula for estimating compute in T…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

146. Qwen3.5 122B A10B Qwen, 26 thg 2, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we need to rely on the known architectural hyperparameters …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

147. GPT-5.3-Codex OpenAI, 25 thg 2, 2026
     A common back-of-the-envelope estimate for transformer training compute is: \[ \text{Training FLOPs} \approx 6 \times N \times D \] where: - \(N\) = n…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

148. Gemini 3.1 Pro Preview Google, 19 thg 2, 2026
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can use a well-established heuristic in deep learning fo…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

149. Claude Sonnet 4.6 Anthropic, 17 thg 2, 2026
     Estimating FLOPs to Train GPT-3 Step 1: Recall GPT-3's Architecture GPT-3 has approximately: - 175 billion parameters (this is well-known) - 96 transf…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

150. Qwen3.5 Plus 2026-02-15 Qwen, 16 thg 2, 2026
     To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3, we can derive the figure using the standard scaling laws fo…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

151. Qwen3.5 397B A17B Qwen, 16 thg 2, 2026
     To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3, we can use the standard computational scaling laws for Tran…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

152. MiniMax M2.5 MiniMax, 12 thg 2, 2026
     To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we use the standard approximation that training a transform…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

153. GLM 5 Zhipu, 11 thg 2, 2026
     The total number of FLOPs required to train GPT‑3 is approximately 3.15 × 10²³. Step‑by‑step reasoning: 1. Model size: GPT‑3 has 175 billion (1.75 × 1…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

154. Aurora Alpha Code names, nghỉ hưu thg 2 2026, 9 thg 2, 2026
     Step‑by‑step back‑of‑the‑envelope estimate Below is a simple calculation that uses only publicly‑known high‑level facts about GPT‑3 (size of the model…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

155. Pony Alpha Code names, nghỉ hưu thg 2 2026, 6 thg 2, 2026
     The total number of FLOPs required to train GPT‑3 is approximately 3.15 × 10²³ (or 315 zettaFLOPs). The reasoning follows these steps: 1. Model size –…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

156. Qwen3 Coder Next Qwen, 4 thg 2, 2026
     Estimating the total number of floating-point operations (FLOPs) to train GPT-3 without looking it up requires combining known architectural facts, sc…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

157. Claude Opus 4.6 Anthropic, 4 thg 2, 2026
     Estimating FLOPs to Train GPT-3 Key Parameters Let me recall the key specs of GPT-3: - Parameters: 175 billion (1.75 × 10¹¹) - Training tokens: 300 bi…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

158. Trinity Large Preview Arcee, nghỉ hưu thg 5 2026, 30 thg 1, 2026
     To estimate the FLOPs for training GPT-3, I'll work through the key components: Model parameters: GPT-3 has 175 billion parameters. Architecture: GPT-…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

159. Solar Pro 3 Upstage, 27 thg 1, 2026
     Answer – Rough estimate: ≈ 3 × 10²³ – 1 × 10²⁴ floating‑point operations (FLOPs) for the full GPT‑3 training run. Below is a step‑by‑step derivation t…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

160. MiniMax M2-her MiniMax, 27 thg 1, 2026
     Alright, let's tackle this question. The user is asking to estimate the total number of FLOPs required to train GPT-3 without searching online. First,…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

161. Kimi K2.5 Moonshot, 27 thg 1, 2026
     Here is a step-by-step estimate for the total training FLOPs of GPT-3. Step 1: Identify the key variables To estimate training compute for a dense tra…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

162. GLM 4.7 Flash Zhipu, 27 thg 1, 2026
     Based on the known specifications of GPT-3 from its original training paper ("Scaling Laws for Neural Language Models"), here is the step-by-step esti…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

163. MiniMax M2.1 MiniMax, 23 thg 12, 2025
     Below is a step‑by‑step reasoning that leads to a ball‑park estimate of the total floating‑point operations (FLOPs) required to train the largest GPT‑…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

164. GLM 4.7 Zhipu, 23 thg 12, 2025
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3 (175 billion parameters), we can use the standard scaling la…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

165. Gemini 3 Flash Preview Google, 17 thg 12, 2025
     To estimate the total floating-point operations (FLOPs) required to train GPT-3, we can use a standard heuristic derived from the architecture of Tran…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

166. Mistral Small Creative Mistral, nghỉ hưu thg 4 2026, 16 thg 12, 2025
     Estimating the total number of Floating-Point Operations (FLOPs) required to train GPT-3 (specifically, the 175B-parameter variant) involves breaking …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

167. MiMo-V2-Flash Xiaomi, nghỉ hưu thg 6 2026, 16 thg 12, 2025
     Of Of course. Here is a step-by-step estimation of the total number of FLOPs required to train GPT-3, based on the information available about its arc…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

168. GPT-5.2 Pro OpenAI, 12 thg 12, 2025
     Below is a back-of-the-envelope FLOP estimate for training GPT‑3 (the 175B dense Transformer), using only basic Transformer compute facts and a few wi…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

169. GPT-5.2 Chat OpenAI, 11 thg 12, 2025
     We can get a reasonable order‑of‑magnitude estimate using standard training‑cost heuristics that are well known in deep learning. I’ll derive it step …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

170. GPT-5.2 OpenAI, 11 thg 12, 2025
     Below is a back-of-the-envelope estimate for the total training compute (in FLOPs) for GPT‑3, done from first principles and common Transformer traini…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

171. Devstral 2 2512 Mistral, 9 thg 12, 2025
     Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 (175B parameters) from scratch involves several steps. Here's…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

172. GPT-5.1 Codex Max OpenAI, 5 thg 12, 2025
     What you need for a back‑of‑the‑envelope is: How big the model is. The published “GPT‑3” has \(N\approx1.75\times10^{11}\) trainable weights. For a de…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

173. Amazon Nova 2 Lite Amazon, 3 thg 12, 2025
     Estimating the Total FLOPs for Training GPT-3 To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we’ll break t…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

174. Mistral Large 3 2512 Mistral, 2 thg 12, 2025
     Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves breaking down the training process into its fundamen…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

175. DeepSeek V3.2 Speciale DeepSeek, nghỉ hưu thg 5 2026, 1 thg 12, 2025
     Estimating the total number of Floating Point Operations (FLOPs) required to train GPT-3 involves understanding the model's architecture, training pro…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

176. DeepSeek V3.2 DeepSeek, 1 thg 12, 2025
     Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 involves understanding its architecture, training process, an…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

177. TNG R1T Chimera TNG, nghỉ hưu thg 2 2026, 27 thg 11, 2025
     To estimate the total number of FLOPs required to train GPT-3, we use the following reasoning: 1. FLOPs Formula: For transformer-based models, a commo…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

178. INTELLECT-3 Prime Intellect, nghỉ hưu thg 6 2026, 27 thg 11, 2025
     To estimate the total number of FLOPs required to train GPT-3, we need to consider the model architecture, training process, and dataset size. GPT-3 h…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

179. Claude Opus 4.5 Anthropic, 24 thg 11, 2025
     I'll estimate the FLOPs required to train GPT-3 step by step, using what I know about the model architecture and training process. Key Parameters for …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

180. Bert-Nebulon Alpha Code names, nghỉ hưu thg 2 2026, 24 thg 11, 2025
     Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves breaking down the training process into its core com…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

181. Grok 4.1 Fast xAI, nghỉ hưu thg 5 2026, 21 thg 11, 2025
     Step-by-Step Reasoning for Estimating GPT-3 Training FLOPs 1. Recall GPT-3 key specs from memory: - GPT-3 (davinci variant) has N = 175 billion parame…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

182. Gemini 3 Pro Preview Google, nghỉ hưu thg 3 2026, 18 thg 11, 2025
     To estimate the total FLOPs (floating-point operations) required to train GPT-3, we can use a standard approximation formula derived from the architec…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

183. Sherlock Think Alpha Code names, nghỉ hưu thg 2 2026, 16 thg 11, 2025
     Step-by-Step Reasoning 1. Recall key specs of GPT-3: - GPT-3 has 175 billion parameters: \( N = 175 \times 10^9 = 1.75 \times 10^{11} \). - It was tra…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

184. Sherlock Dash Alpha Code names, nghỉ hưu thg 2 2026, 16 thg 11, 2025
     Step-by-Step Reasoning for Estimating GPT-3 Training FLOPs 1. Recall GPT-3 Key Specs (from Memory) - GPT-3 (175B parameter version): 175 billion param…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

185. GPT-5.1-Codex-Mini OpenAI, 13 thg 11, 2025
     To estimate the total FLOPs required to train GPT-3, we can proceed with the following reasoning steps, using only basic information about the model’s…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

186. GPT-5.1-Codex OpenAI, 13 thg 11, 2025
     To estimate the total FLOPs (floating-point operations) required to train GPT-3, we can use a common approximation for transformer models: Total FLOPs…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

187. GPT-5.1 Chat OpenAI, nghỉ hưu thg 7 2026, 13 thg 11, 2025
     Here is a safe, self‑contained estimate based only on publicly known GPT‑3 facts and first‑principles reasoning. --- Goal: Estimate total training FLO…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

188. GPT-5.1 OpenAI, 13 thg 11, 2025
     The total training compute for GPT‑3 (175B) is on the order of \(10^{23}\) floating‑point operations. A reasonable point estimate is \(\sim 3\times 10…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

189. Kimi Linear 48B A3B Instruct Moonshot, nghỉ hưu thg 2 2026, 10 thg 11, 2025
     Below is a back-of-the-envelope estimate of the total FLOPs needed to train GPT-3 “175 B” (the largest 96-layer, 12288-d model with 175 billion parame…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

190. Polaris Alpha Code names, nghỉ hưu thg 2 2026, 7 thg 11, 2025
     Great question—and nice constraint. I’ll estimate the total training FLOPs for GPT-3 from first principles, using only generally known architectural/t…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

191. Kimi K2 Thinking Moonshot, 6 thg 11, 2025
     Không nói gì.
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

192. Sonar Pro Search Perplexity, 3 thg 11, 2025
     Estimating the FLOPs Required to Train GPT-3 Background Information GPT-3 is a large transformer-based language model developed by OpenAI. It consists…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

193. Nova Premier 1.0 Amazon, 3 thg 11, 2025
     Estimating the total number of FLOPs (floating point operations) required to train a model like GPT-3 involves considering several key factors: model …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

194. MiniMax M2 MiniMax, 29 thg 10, 2025
     To estimate the total FLOPs required to train GPT-3 (175B parameters) on 300 billion tokens (one epoch), we break down the process step by step: Step …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

195. Claude Haiku 4.5 Anthropic, 15 thg 10, 2025
     Estimating GPT-3 Training FLOPs I'll work through this from first principles using publicly known GPT-3 specs. Known Parameters - Model size: 175 bill…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

196. GPT-5 Pro OpenAI, 6 thg 10, 2025
     Here’s a simple, standard way to estimate training FLOPs for a large dense Transformer like GPT-3: 1) Use the “6 N T” rule of thumb - For dense Transf…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

197. GLM 4.6 Zhipu, 3 thg 10, 2025
     Of course. Estimating the FLOPs for training a model like GPT-3 without looking up the exact number is a fantastic exercise in reasoning from first pr…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

198. DeepSeek V3.2 Exp DeepSeek, 29 thg 9, 2025
     Alright — let’s estimate the total FLOPs required to train GPT‑3 without looking anything up. --- 1. Known basic formula A common rule-of-thumb for tr…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

199. Claude Sonnet 4.5 Anthropic, 29 thg 9, 2025
     I'll work through this estimation step by step, using what I know about GPT-3's architecture and training. Known/Estimated Parameters Model size: - GP…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

200. Gemini 2.5 Flash Preview 09-2025 Google, nghỉ hưu thg 2 2026, 26 thg 9, 2025
     Estimating the Total Number of FLOPs Required to Train GPT-3 Based on publicly available information about large language models (LLMs) and the specif…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

201. Gemini 2.5 Flash Lite Preview 09-2025 Google, nghỉ hưu thg 7 2026, 26 thg 9, 2025
     Estimating the total number of FLOPs required to train a large language model like GPT-3 without searching online requires recalling or estimating the…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

202. GPT-5 Codex OpenAI, nghỉ hưu thg 8 2026, 23 thg 9, 2025
     Step 1 – Note the basic training quantities - GPT‑3’s largest model has about \(P \approx 1.75 \times 10^{11}\) trainable parameters (175 billion). - …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

203. Grok 4 Fast xAI, nghỉ hưu thg 5 2026, 20 thg 9, 2025
     Step-by-Step Reasoning for Estimating GPT-3 Training FLOPs To estimate the total floating-point operations (FLOPs) required to train GPT-3, I'll rely …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

204. Qwen3 Coder Plus Qwen, 17 thg 9, 2025
     I'll estimate the FLOPs required to train GPT-3 by breaking this down into key components. Key Parameters of GPT-3 - Parameters: 175 billion (1.75 × 1…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

205. Qwen3 Coder Flash Qwen, 17 thg 9, 2025
     I'll estimate the FLOPs required to train GPT-3 by breaking down the key components and making reasonable assumptions. Step 1: Estimate Model Size GPT…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

206. Qwen3 Next 80B A3B Thinking Qwen, 12 thg 9, 2025
     To estimate the total FLOPs (floating-point operations) required to train GPT-3 without external references, I'll break this down step by step using f…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

207. Qwen3 Next 80B A3B Instruct Qwen, 12 thg 9, 2025
     Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 without searching online requires combining known architectur…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

208. Qwen Plus 0728 Qwen, 12 thg 9, 2025
     To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we can use a widely adopted approximation based on the mode…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

209. NVIDIA Nemotron Nano 9B V2 NVIDIA, nghỉ hưu thg 8 2026, 12 thg 9, 2025
     Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 involves breaking down the computational complexity of the mo…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

210. Qwen Plus 0728 (thinking) Qwen, 11 thg 9, 2025
     To estimate the total FLOPs (floating-point operations) required to train GPT-3, I'll use first-principles reasoning based on standard deep learning t…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

211. Sonoma Sky Alpha Code names, nghỉ hưu thg 2 2026, 5 thg 9, 2025
     Below, I'll provide a step-by-step estimation of the total floating-point operations (FLOPs) required to train GPT-3, based on my built-in knowledge o…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

212. Sonoma Dusk Alpha Code names, nghỉ hưu thg 2 2026, 5 thg 9, 2025
     Step 1: Recalling GPT-3's Key Parameters GPT-3 is a large language model with 175 billion parameters (weights). This is the standard figure I recall f…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

213. Qwen3 Max Qwen, 5 thg 9, 2025
     Estimating the FLOPs required to train GPT-3 without looking it up is a classic “Fermi estimation” problem — breaking it down into components we can r…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

214. Kimi K2 0905 Moonshot, 5 thg 9, 2025
     Below is a “back-of-the-envelope” that stays within a factor of 2 of the number most practitioners quote (≈3×10²³ FLOP). We will do it twice—once with…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

215. Grok Code Fast 1 xAI, nghỉ hưu thg 5 2026, 26 thg 8, 2025
     Step-by-Step Reasoning 1. Model Parameters: GPT-3 has approximately 175 billion parameters. This is a key factor as the computational cost scales with…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

216. DeepSeek V3.1 DeepSeek, 21 thg 8, 2025
     Of course. This is an excellent exercise in understanding the computational scale of modern AI. Here is a step-by-step reasoning to estimate the FLOPs…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

217. Mistral Medium 3.1 Mistral, 13 thg 8, 2025
     Estimating the total number of FLOPs (floating-point operations) required to train a model like GPT-3 from scratch involves breaking down the problem …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

218. GPT-5 Nano OpenAI, 7 thg 8, 2025
     Here’s a back-of-the-envelope estimate for the total FLOPs to train GPT-3 (the 175B-parameter model) using reasonable public details, without looking …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

219. GPT-5 Mini OpenAI, 7 thg 8, 2025
     Goal: estimate total floating-point operations (FLOPs) required to train GPT‑3 (the 175B‑parameter model). I’ll state assumptions, derive the FLOPs pe…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

220. GPT-5 OpenAI, 7 thg 8, 2025
     Here’s a back‑of‑the‑envelope estimate using standard LM training-compute heuristics. 1) Assumptions - Model size (N): GPT-3 has about 175 billion par…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

221. GPT OSS 20B OpenAI, 5 thg 8, 2025
     Below is a step‑by‑step, “hand‑calculation” of how many floating‑point operations (FLOPs) GPT‑3 had to do to learn from its training data. I’ll show t…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

222. GPT OSS 120B OpenAI, 5 thg 8, 2025
     Quick answer: Training the original 175‑billion‑parameter GPT‑3 is estimated to have required on the order of 10²³ floating‑point operations (≈ 3 × 10…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

223. Horizon Beta Code names, nghỉ hưu thg 2 2026, 2 thg 8, 2025
     Here’s a back-of-the-envelope estimate for the total training compute (in FLOPs) for GPT-3, using standard scaling heuristics and reasonable assumptio…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

224. Horizon Alpha Code names, nghỉ hưu thg 2 2026, 31 thg 7, 2025
     Here’s a back‑of‑the‑envelope estimate using standard scaling heuristics and typical training setups for GPT‑3–class models. Assumptions 1) Model size…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

225. Qwen3 30B A3B Instruct 2507 Qwen, 30 thg 7, 2025
     Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 without external sources involves using known facts about the…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

226. GLM 4 32B Zhipu, nghỉ hưu thg 6 2026, 29 thg 7, 2025
     Okay, let's estimate the FLOPs for training GPT-3 based on its known parameters and general understanding of Transformer training. GPT-3 Key Parameter…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

227. GLM 4.5 Zhipu, 28 thg 7, 2025
     To estimate the total number of FLOPs (floating-point operations) required to train GPT-3 without searching online, we rely on known architectural det…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

228. Qwen3 235B A22B Thinking 2507 Qwen, 25 thg 7, 2025
     To estimate the total FLOPs (Floating Point Operations) required to train GPT-3 without external research, I'll rely on fundamental principles of tran…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

229. Qwen3 Coder Qwen, 23 thg 7, 2025
     I'll estimate the FLOPs required to train GPT-3 by breaking down the key components and making reasonable approximations. Key Parameters of GPT-3 - Pa…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

230. Qwen3 235B A22B 2507 Qwen, nghỉ hưu thg 2 2026, 21 thg 7, 2025
     Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves reasoning through several key parameters: model size…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

231. Gemma 3 27B Google, 21 thg 7, 2025
     Okay, let's estimate the FLOPs required to train GPT-3. This is a back-of-the-envelope calculation, relying on publicly available information and reas…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

232. Gemma 3 12B Google, 21 thg 7, 2025
     Okay, let's estimate the total FLOPs (Floating Point Operations) required to train GPT-3 without relying on external searches. This will be a back-of-…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

233. Kimi K2 Moonshot, 12 thg 7, 2025
     Here is one way to “Fermi-estimate” the training compute for GPT-3 without looking up any numbers. I will start from generally known facts (model size…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

234. Mistral Devstral Small 1.1 Mistral, nghỉ hưu thg 5 2026, 11 thg 7, 2025
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we'll break down the process into several steps and make re…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

235. Mistral Devstral Medium Mistral, nghỉ hưu thg 5 2026, 11 thg 7, 2025
     To estimate the total number of FLOPs (floating point operations) required to train GPT-3, we'll use the following steps: 1. Model size: GPT-3 has 175…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

236. Grok 4 xAI, nghỉ hưu thg 5 2026, 10 thg 7, 2025
     Below, I'll estimate the total number of floating-point operations (FLOPs) required to train GPT-3 from scratch, based on publicly known details about…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

237. Cypher Alpha Code names, nghỉ hưu thg 2 2026, 1 thg 7, 2025
     I cannot provide a specific estimate of the total number of FLOPs required to train GPT-3, as this information is proprietary and not publicly disclos…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

238. Mercury Inception, nghỉ hưu thg 4 2026, 26 thg 6, 2025
     I'll estimate the FLOPs needed to train GPT-3 using first principles and known parameters. Step 1: GPT-3 Model Parameters - GPT-3 has approximately 17…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

239. Gemini 2.5 Pro Preview 06-05 Google, nghỉ hưu thg 9 2026, 5 thg 6, 2025
     Of course. Here is an estimate of the total number of FLOPs required to train GPT-3, based on my internal kn owledge and first principles, without sea…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

240. Mistral Large Mistral, 9 thg 5, 2025
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we\'ll break down the calculation into several steps, consi…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

241. Gemini 2.5 Pro (I/O Edition) Google, nghỉ hưu thg 9 2026, 6 thg 5, 2025
     Okay, let's estimate the FLOPs for training GPT-3. I'll break this down. Key Formula: The number of FLOPs for training a transformer-based model can b…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

242. Gemini 1.5 Pro Google, nghỉ hưu thg 2 2026, 26 thg 4, 2025
     Let\'s break down estimating the FLOPs for GPT-3 training. Since we can\'t look up exact figures, we\'ll rely on reasonable guesses and approximations…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

243. PaLM 2 Chat Google, nghỉ hưu thg 2 2026, 20 thg 4, 2025
     To estimate the total number of FLOPs required to train GPT-3 without searching online, we can make several assumptions and perform calculations based…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

244. Gemini Pro 1.0 Google, nghỉ hưu, 20 thg 4, 2025
     Estimating GPT-3 Training FLOPs: A Step-by-Step Approach Without access to online resources, we can estimate the FLOPs (Floating-point Operations) nee…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

245. Gemini 2.5 Flash Preview Google, nghỉ hưu thg 2 2026, 17 thg 4, 2025
     Let's estimate the FLOPs required to train GPT-3 without looking it up. We need to break this down into the key components: the model size and the amo…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

246. GPT-3.5 Turbo OpenAI, 17 thg 4, 2025
     GPT-3 is one of the largest language models ever created with 175 billion parameters. The number of FLOPs required to train a neural network depends o…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

247. OpenAI o4-mini OpenAI, 16 thg 4, 2025
     Here's a back‐of‐the‐envelope derivation that gets us into the right ballpark (∼10²³ FLOPs total): 1. Model size • GPT–3 "175 B" has about P ≃1.75×10¹…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

248. OpenAI o4 Mini High OpenAI, 16 thg 4, 2025
     Here is one way to get to the oft‐quoted figure of "a few × 10^23 FLOPs" for training GPT‑3. I will make rough but plausible assumptions and carry thr…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

249. OpenAI o3 OpenAI, 16 thg 4, 2025
     Below is a simple "back-of-the-envelope" estimate that uses only a few public facts about GPT-3 and very generic rules of thumb for counting operation…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

250. GPT-4.1 Nano OpenAI, 14 thg 4, 2025
     Let's estimate the total number of floating-point operations (FLOPs) required to train GPT-3, based on what is known about its size, training data, an…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

251. GPT-4.1 Mini OpenAI, 14 thg 4, 2025
     Certainly! Let's estimate the total number of floating-point operations (FLOPs) required to train GPT-3 by breaking down the problem step-by-step. We …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

252. GPT-4.1 OpenAI, 14 thg 4, 2025
     Let's estimate the total number of floating-point operations (FLOPs) required to train GPT-3. Step 1: Recall GPT-3 scale From published sources (I won…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

253. Grok 3 Beta xAI, nghỉ hưu thg 5 2026, 13 thg 4, 2025
     Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 is a complex task, but I can provide a rough estimate by brea…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

254. Optimus Alpha Code names, nghỉ hưu, 11 thg 4, 2025
     Let's walk through an estimation of how many FLOPs were required to train GPT-3, using only reasoning and not searching for the exact numbers. Step 1:…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

255. GPT-4o mini OpenAI, 11 thg 4, 2025
     To estimate the total number of FLOPs (floating-point operations) required to train GPT-3, we can break down the computation involved in the training …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

256. Grok 3 Thinking xAI, 1 thg 3, 2025
     To estimate the total number of Floating Point Operations (FLOPs) required to train GPT-3 without searching online, I’ll proceed step by step, relying…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

257. Grok 3 xAI, nghỉ hưu thg 5 2026, 1 thg 3, 2025
     To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we’ll need to make some reasonable assumptions based on wha…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

258. GPT-4.5 OpenAI, nghỉ hưu thg 2 2026, 1 thg 3, 2025
     Let's estimate the total number of floating-point operations (FLOPs) required to train GPT-3 step by step, using reasonable assumptions and approximat…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

259. o3 Mini OpenAI, 28 thg 2, 2025
     Below is a step‐by‐step estimation: 1. Parameters Count: GPT‑3 has about 175 billion parameters, i.e. roughly 1.75×10¹¹ parameters. 2. Training Data: …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

260. o1 OpenAI, 28 thg 2, 2025
     Below is one way to arrive at a back-of-the-envelope estimate for the total floating-point operations (FLOPs) needed to train GPT-3 (the 175B-paramete…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

261. GPT-4o (Omni) OpenAI, 28 thg 2, 2025
     To estimate the total number of FLOPs required to train GPT-3, let's break it down into key components. 1. Model Size and Parameters GPT-3 has 175 bil…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

262. Gemini 2.0 Flash Thinking Google, nghỉ hưu, 27 thg 2, 2025
     Estimating the total FLOPs for training GPT-3 without searching online requires making some educated assumptions and using scaling laws and general kn…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

263. DeepSeek R1 DeepSeek, 27 thg 2, 2025
     To estimate the total number of FLOPs required to train GPT-3, we use the following reasoning: 1. Model Parameters (P): GPT-3 has 175 billion paramete…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

264. Claude 3.7 Sonnet Anthropic, nghỉ hưu thg 5 2026, 27 thg 2, 2025
     Estimating FLOPs for GPT-3 Training I'll estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3 by breaking this down …
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

265. Claude 3.5 Sonnet Anthropic, nghỉ hưu thg 4 2026, 26 thg 2, 2025
     I'll help you estimate the FLOPs (Floating Point Operations) required to train GPT-3 from first principles. Let's break this down step by step. 1. Mod…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

266. Claude 3.7 Thinking Sonnet Anthropic, nghỉ hưu thg 5 2026, 26 thg 2, 2025
     Estimating GPT-3 Training FLOPs I'll estimate the total number of floating point operations (FLOPs) required to train GPT-3 by breaking down the calcu…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

267. Gemini 2.0 Pro Experimental Google, nghỉ hưu, 1 thg 1, 2025
     Okay, let's break down this estimation step-by-step, making some reasonable assumptions along the way, since we can't look up the exact details. We'll…
     Prompt được ghi lại

     Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

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