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FLOPs to train GPT-3: 267 إجابةً

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

إجابات مؤرشفة، من الأحدث إلى الأقدم، من يناير 2025 إلى أكتوبر 2026. تحتفظ كل إجابة بالموجّه المسجّل لها.

  1. Step 5 Preview StepFun, 9 أكتوبر 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{…
    الموجّه المسجّل

    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 أكتوبر 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…
    الموجّه المسجّل

    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 أكتوبر 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…
    الموجّه المسجّل

    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 أكتوبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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)…
    الموجّه المسجّل

    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 سبتمبر 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 …
    الموجّه المسجّل

    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 سبتمبر 2026
    Assuming you mean the full 175B-parameter GPT-3 model’s main training run, a good estimate is: \[ \boxed{\text{about }3\times 10^{23}\text{ FLOPs}} \]…
    الموجّه المسجّل

    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 سبتمبر 2026
    Estimating FLOPs to Train GPT-3 Key Facts About GPT-3 Property Value ----------------- Parameters (N) 175 billion Training tokens (D) 300 billion Arch…
    الموجّه المسجّل

    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 سبتمبر 2026
    Estimating the FLOPs to Train GPT-3 Key Facts About GPT-3 Property Value ----------------- Parameters (N) 175 billion Training tokens (D) 300 billion …
    الموجّه المسجّل

    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 سبتمبر 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 …
    الموجّه المسجّل

    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 سبتمبر 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 …
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ سبتمبر 2026, 28 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 2026
    Estimating GPT-3 Training FLOPs from First Principles Key Known Facts About GPT-3 (from memory/prior knowledge) Parameter Value ------ Number of param…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

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

  24. Hy3 Tencent, 28 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 2026
    A standard estimate is about \(3 \times 10^{23}\) FLOPs to train GPT-3. 1. GPT-3 has approximately 175 billion parameters: \(N = 1.75 \times 10^{11}\)…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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 …
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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 …
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 2026
    To estimate GPT-3 training FLOPs from memory, use the standard dense-transformer training compute approximation: \[ C \approx 6ND \] where: - \(N\) = …
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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 …
    الموجّه المسجّل

    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 سبتمبر 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 (…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ سبتمبر 2026, 2 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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 سبتمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ أغسطس 2026, 24 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 2026
    A good estimate uses the standard LLM training compute rule of thumb: \[ \text{Training FLOPs} \approx 6ND \] where: - \(N\) = number of model paramet…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 2026
    To estimate the total floating-point operations (FLOPs) required to train GPT-3, we can use the standard scaling laws and computational approximations…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 أغسطس 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…
    الموجّه المسجّل

    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 يوليو 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…
    الموجّه المسجّل

    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 يوليو 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…
    الموجّه المسجّل

    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 يوليو 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 …
    الموجّه المسجّل

    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 يوليو 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…
    الموجّه المسجّل

    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 يوليو 2026
    Assume “GPT-3” refers to the flagship 175-billion-parameter model. 1. Use the standard transformer training-cost approximation For a dense transformer…
    الموجّه المسجّل

    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 يوليو 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…
    الموجّه المسجّل

    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 يوليو 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…
    الموجّه المسجّل

    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 يوليو 2026
    A standard back-of-the-envelope estimate for dense Transformer training is: \[ C \approx 6ND \] where: - \(N\) = number of trainable parameters - \(D\…
    الموجّه المسجّل

    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 يوليو 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 = …
    الموجّه المسجّل

    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 يوليو 2026
    A standard back-of-the-envelope estimate for training a dense Transformer is \[ \text{Training FLOPs} \approx 6ND, \] where: - \(N\) = number of model…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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 …
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 2026
    User Safety: safe
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 يونيو 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…
    الموجّه المسجّل

    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 مايو 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…
    الموجّه المسجّل

    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 مايو 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 …
    الموجّه المسجّل

    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 مايو 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…
    الموجّه المسجّل

    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، متقاعد منذ يونيو 2026, 11 مايو 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 …
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 8 مايو 2026
    Step‑by‑step estimate Quantity Value (order of magnitude) How it is obtained ---------------------------------------------------------- Number of trai…
    الموجّه المسجّل

    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 مايو 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 …
    الموجّه المسجّل

    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 مايو 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…
    الموجّه المسجّل

    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، متقاعد منذ يونيو 2026, 28 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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 …
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 2026
    Based on the architectural specifications of GPT-3 and standard computational heuristics for transformer models, the estimated total number of FLOPs (…
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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 …
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 23 أبريل 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…
    الموجّه المسجّل

    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 أبريل 2026
    Estimating GPT-3 Training FLOPs Key Parameters Quantity Value ------ Model size (N) 175 billion parameters Training tokens (D) 300 billion tokens The …
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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، متقاعد منذ أبريل 2026, 21 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 2026
    Estimating GPT-3 Training FLOPs Step 1: Recall the standard formula For a dense transformer trained with standard autoregressive language modeling, th…
    الموجّه المسجّل

    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، متقاعد منذ أبريل 2026, 14 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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…
    الموجّه المسجّل

    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 أبريل 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 …
    الموجّه المسجّل

    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، متقاعد منذ أبريل 2026, 30 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 2026
    Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves breaking down the problem into several key component…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 2026
    Estimating the total number of FLOPs (Floating Point Operations) required to train a large language model like GPT-3 involves understanding the model'…
    الموجّه المسجّل

    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 مارس 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 …
    الموجّه المسجّل

    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، متقاعد منذ يونيو 2026, 29 مارس 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…
    الموجّه المسجّل

    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، متقاعد منذ أغسطس 2026, 29 مارس 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…
    الموجّه المسجّل

    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 مارس 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,…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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، متقاعد منذ سبتمبر 2026, 29 مارس 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…
    الموجّه المسجّل

    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، متقاعد منذ سبتمبر 2026, 29 مارس 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 …
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 19 مارس 2026
    Estimating GPT-3 Training FLOPs Key Parameters Component Value ------------------ Model parameters (N) 175 billion (1.75 × 10¹¹) Training tokens (D) 3…
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 19 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 2026
    Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 without external references involves breaking down the proble…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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، متقاعد منذ مارس 2026, 12 مارس 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 …
    الموجّه المسجّل

    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، متقاعد منذ مارس 2026, 12 مارس 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 …
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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، متقاعد منذ مارس 2026, 11 مارس 2026
    Estimating the total FLOPs (floating-point operations) for training GPT‑3 involves combining known model parameters, training data size, and standard …
    الموجّه المسجّل

    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، متقاعد منذ مارس 2026, 11 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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 مارس 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…
    الموجّه المسجّل

    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، متقاعد منذ أغسطس 2026, 3 مارس 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 …
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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 …
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 9 فبراير 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…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 6 فبراير 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 –…
    الموجّه المسجّل

    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 فبراير 2026
    Estimating the total number of floating-point operations (FLOPs) to train GPT-3 without looking it up requires combining known architectural facts, sc…
    الموجّه المسجّل

    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 فبراير 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…
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 30 يناير 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-…
    الموجّه المسجّل

    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 يناير 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…
    الموجّه المسجّل

    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 يناير 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,…
    الموجّه المسجّل

    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 يناير 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…
    الموجّه المسجّل

    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 يناير 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…
    الموجّه المسجّل

    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 ديسمبر 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‑…
    الموجّه المسجّل

    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 ديسمبر 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…
    الموجّه المسجّل

    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 ديسمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ أبريل 2026, 16 ديسمبر 2025
    Estimating the total number of Floating-Point Operations (FLOPs) required to train GPT-3 (specifically, the 175B-parameter variant) involves breaking …
    الموجّه المسجّل

    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، متقاعد منذ يونيو 2026, 16 ديسمبر 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…
    الموجّه المسجّل

    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 ديسمبر 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…
    الموجّه المسجّل

    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 ديسمبر 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 …
    الموجّه المسجّل

    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 ديسمبر 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…
    الموجّه المسجّل

    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 ديسمبر 2025
    Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 (175B parameters) from scratch involves several steps. Here's…
    الموجّه المسجّل

    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 ديسمبر 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…
    الموجّه المسجّل

    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 ديسمبر 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…
    الموجّه المسجّل

    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 ديسمبر 2025
    Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves breaking down the training process into its fundamen…
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 1 ديسمبر 2025
    Estimating the total number of Floating Point Operations (FLOPs) required to train GPT-3 involves understanding the model's architecture, training pro…
    الموجّه المسجّل

    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 ديسمبر 2025
    Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 involves understanding its architecture, training process, an…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 27 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ يونيو 2026, 27 نوفمبر 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…
    الموجّه المسجّل

    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 نوفمبر 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 …
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 24 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ مايو 2026, 21 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ مارس 2026, 18 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 16 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 16 نوفمبر 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…
    الموجّه المسجّل

    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 نوفمبر 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…
    الموجّه المسجّل

    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 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ يوليو 2026, 13 نوفمبر 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…
    الموجّه المسجّل

    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 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 10 نوفمبر 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…
    الموجّه المسجّل

    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، متقاعد منذ فبراير 2026, 7 نوفمبر 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…
    الموجّه المسجّل

    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 نوفمبر 2025
    لم يقل شيئًا.
    الموجّه المسجّل

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

  192. Nova Premier 1.0 Amazon, 3 نوفمبر 2025
    Estimating the total number of FLOPs (floating point operations) required to train a model like GPT-3 involves considering several key factors: model …
    الموجّه المسجّل

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

  193. MiniMax M2 MiniMax, 29 أكتوبر 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 …
    الموجّه المسجّل

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

  194. Claude Haiku 4.5 Anthropic, 15 أكتوبر 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…
    الموجّه المسجّل

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

  195. GPT-5 Pro OpenAI, 6 أكتوبر 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…
    الموجّه المسجّل

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

  196. GLM 4.6 Zhipu, 3 أكتوبر 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…
    الموجّه المسجّل

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

  197. DeepSeek V3.2 Exp DeepSeek, 29 سبتمبر 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…
    الموجّه المسجّل

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

  198. Claude Sonnet 4.5 Anthropic, 29 سبتمبر 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…
    الموجّه المسجّل

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

  199. Gemini 2.5 Flash Preview 09-2025 Google، متقاعد منذ فبراير 2026, 26 سبتمبر 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…
    الموجّه المسجّل

    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 Lite Preview 09-2025 Google، متقاعد منذ يوليو 2026, 26 سبتمبر 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…
    الموجّه المسجّل

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

  201. GPT-5 Codex OpenAI، متقاعد منذ أغسطس 2026, 23 سبتمبر 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). - …
    الموجّه المسجّل

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

  202. Grok 4 Fast xAI، متقاعد منذ مايو 2026, 20 سبتمبر 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 …
    الموجّه المسجّل

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

  203. Qwen3 Coder Plus Qwen, 17 سبتمبر 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…
    الموجّه المسجّل

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

  204. Qwen3 Coder Flash Qwen, 17 سبتمبر 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…
    الموجّه المسجّل

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

  205. Qwen3 Next 80B A3B Thinking Qwen, 12 سبتمبر 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…
    الموجّه المسجّل

    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 Instruct Qwen, 12 سبتمبر 2025
    Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 without searching online requires combining known architectur…
    الموجّه المسجّل

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

  207. Qwen Plus 0728 Qwen, 12 سبتمبر 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…
    الموجّه المسجّل

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

  208. NVIDIA Nemotron Nano 9B V2 NVIDIA، متقاعد منذ أغسطس 2026, 12 سبتمبر 2025
    Estimating the total number of FLOPs (floating-point operations) required to train GPT-3 involves breaking down the computational complexity of the mo…
    الموجّه المسجّل

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

  209. Qwen Plus 0728 (thinking) Qwen, 11 سبتمبر 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…
    الموجّه المسجّل

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

  210. Sonoma Sky Alpha Code names، متقاعد منذ فبراير 2026, 5 سبتمبر 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…
    الموجّه المسجّل

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

  211. Sonoma Dusk Alpha Code names، متقاعد منذ فبراير 2026, 5 سبتمبر 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…
    الموجّه المسجّل

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

  212. Qwen3 Max Qwen, 5 سبتمبر 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…
    الموجّه المسجّل

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

  213. Kimi K2 0905 Moonshot, 5 سبتمبر 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…
    الموجّه المسجّل

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

  214. Grok Code Fast 1 xAI، متقاعد منذ مايو 2026, 26 أغسطس 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…
    الموجّه المسجّل

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

  215. DeepSeek V3.1 DeepSeek, 21 أغسطس 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…
    الموجّه المسجّل

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

  216. Mistral Medium 3.1 Mistral, 13 أغسطس 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 …
    الموجّه المسجّل

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

  217. GPT-5 Nano OpenAI, 7 أغسطس 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 …
    الموجّه المسجّل

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

  218. GPT-5 Mini OpenAI, 7 أغسطس 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…
    الموجّه المسجّل

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

  219. GPT-5 OpenAI, 7 أغسطس 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…
    الموجّه المسجّل

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

  220. GPT OSS 20B OpenAI, 5 أغسطس 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…
    الموجّه المسجّل

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

  221. GPT OSS 120B OpenAI, 5 أغسطس 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…
    الموجّه المسجّل

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

  222. Horizon Beta Code names، متقاعد منذ فبراير 2026, 2 أغسطس 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…
    الموجّه المسجّل

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

  223. Horizon Alpha Code names، متقاعد منذ فبراير 2026, 31 يوليو 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…
    الموجّه المسجّل

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

  224. Qwen3 30B A3B Instruct 2507 Qwen, 30 يوليو 2025
    Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 without external sources involves using known facts about the…
    الموجّه المسجّل

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

  225. GLM 4 32B Zhipu، متقاعد منذ يونيو 2026, 29 يوليو 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…
    الموجّه المسجّل

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

  226. GLM 4.5 Zhipu, 28 يوليو 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…
    الموجّه المسجّل

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

  227. Qwen3 235B A22B Thinking 2507 Qwen, 25 يوليو 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…
    الموجّه المسجّل

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

  228. Qwen3 Coder Qwen, 23 يوليو 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…
    الموجّه المسجّل

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

  229. Qwen3 235B A22B 2507 Qwen، متقاعد منذ فبراير 2026, 21 يوليو 2025
    Estimating the total number of floating-point operations (FLOPs) required to train GPT-3 involves reasoning through several key parameters: model size…
    الموجّه المسجّل

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

  230. Gemma 3 27B Google, 21 يوليو 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…
    الموجّه المسجّل

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

  231. Gemma 3 12B Google, 21 يوليو 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-…
    الموجّه المسجّل

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

  232. Kimi K2 Moonshot, 12 يوليو 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…
    الموجّه المسجّل

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

  233. Mistral Devstral Small 1.1 Mistral، متقاعد منذ مايو 2026, 11 يوليو 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…
    الموجّه المسجّل

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

  234. Mistral Devstral Medium Mistral، متقاعد منذ مايو 2026, 11 يوليو 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…
    الموجّه المسجّل

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

  235. Grok 4 xAI، متقاعد منذ مايو 2026, 10 يوليو 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…
    الموجّه المسجّل

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

  236. Cypher Alpha Code names، متقاعد منذ فبراير 2026, 1 يوليو 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…
    الموجّه المسجّل

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

  237. Mercury Inception، متقاعد منذ أبريل 2026, 26 يونيو 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…
    الموجّه المسجّل

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

  238. Gemini 2.5 Pro Preview 06-05 Google، متقاعد منذ سبتمبر 2026, 5 يونيو 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…
    الموجّه المسجّل

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

  239. Mistral Large Mistral, 9 مايو 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…
    الموجّه المسجّل

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

  240. Gemini 2.5 Pro (I/O Edition) Google، متقاعد منذ سبتمبر 2026, 6 مايو 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…
    الموجّه المسجّل

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

  241. Gemini 1.5 Pro Google، متقاعد منذ فبراير 2026, 26 أبريل 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…
    الموجّه المسجّل

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

  242. PaLM 2 Chat Google، متقاعد منذ فبراير 2026, 20 أبريل 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…
    الموجّه المسجّل

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

  243. Gemini Pro 1.0 Google، متقاعد, 20 أبريل 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…
    الموجّه المسجّل

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

  244. Gemini 2.5 Flash Preview Google، متقاعد منذ فبراير 2026, 17 أبريل 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…
    الموجّه المسجّل

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

  245. GPT-3.5 Turbo OpenAI, 17 أبريل 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…
    الموجّه المسجّل

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

  246. OpenAI o4-mini OpenAI, 16 أبريل 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…
    الموجّه المسجّل

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

  247. OpenAI o4 Mini High OpenAI, 16 أبريل 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…
    الموجّه المسجّل

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

  248. OpenAI o3 OpenAI, 16 أبريل 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…
    الموجّه المسجّل

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

  249. GPT-4.1 Nano OpenAI, 14 أبريل 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…
    الموجّه المسجّل

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

  250. GPT-4.1 Mini OpenAI, 14 أبريل 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 …
    الموجّه المسجّل

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

  251. GPT-4.1 OpenAI, 14 أبريل 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…
    الموجّه المسجّل

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

  252. Grok 3 Beta xAI، متقاعد منذ مايو 2026, 13 أبريل 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…
    الموجّه المسجّل

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

  253. Optimus Alpha Code names، متقاعد, 11 أبريل 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:…
    الموجّه المسجّل

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

  254. GPT-4o mini OpenAI, 11 أبريل 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 …
    الموجّه المسجّل

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

  255. Grok 3 Thinking xAI, 1 مارس 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…
    الموجّه المسجّل

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

  256. Grok 3 xAI، متقاعد منذ مايو 2026, 1 مارس 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…
    الموجّه المسجّل

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

  257. GPT-4.5 OpenAI، متقاعد منذ فبراير 2026, 1 مارس 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…
    الموجّه المسجّل

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

  258. o3 Mini OpenAI, 28 فبراير 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: …
    الموجّه المسجّل

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

  259. o1 OpenAI, 28 فبراير 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…
    الموجّه المسجّل

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

  260. GPT-4o (Omni) OpenAI, 28 فبراير 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…
    الموجّه المسجّل

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

  261. Gemini 2.0 Flash Thinking Google، متقاعد, 27 فبراير 2025
    Estimating the total FLOPs for training GPT-3 without searching online requires making some educated assumptions and using scaling laws and general kn…
    الموجّه المسجّل

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

  262. DeepSeek R1 DeepSeek, 27 فبراير 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…
    الموجّه المسجّل

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

  263. Claude 3.7 Sonnet Anthropic، متقاعد منذ مايو 2026, 27 فبراير 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 …
    الموجّه المسجّل

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

  264. Claude 3.5 Sonnet Anthropic، متقاعد منذ أبريل 2026, 26 فبراير 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…
    الموجّه المسجّل

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

  265. Claude 3.7 Thinking Sonnet Anthropic، متقاعد منذ مايو 2026, 26 فبراير 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…
    الموجّه المسجّل

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

  266. Gemini 2.0 Pro Experimental Google، متقاعد, 1 يناير 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…
    الموجّه المسجّل

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

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