Benchmark Almanac

Lech Mazur Creative Writing

GPT-5 8.60 leads since Aug 2025 Not in model cards

Models write short stories that must use 10 assigned elements such as characters, objects, and motivations. Judge models compare matched stories pairwise.

Earlier versions used 0 to 10 rubric ratings, which the current pairwise ranking replaces.

Made by Lech Mazur Released Jan 2025 Creative writing All tasks public Last model added Aug 2025 Scores refreshed 31 Oct 2026
Level
University Undergraduates and entry-level professionals
Scored
Graded by a model A language model scores each response, usually against a rubric.
Answers
Open-ended Free-form text, documents, designs or media judged as a whole.
44
Models scored in Epoch AI data

GPT-5 leads with 8.60 among models released by Aug 2025

Best score per model in Epoch AI’s data. Where a model ran with several settings or harnesses, we keep its best.

The newest model with a score here came out in Aug 2025, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:

  1. 1 GPT-5 medium 8.60
  2. 2 Kimi K2 Jul 2025 8.56
  3. 3 Claude Opus 4.1 8.47
  4. 4 o3-pro medium 8.44
  5. 5 o3 medium 8.39
  6. 6 Gemini 2.5 Pro Jun 2025 8.38
  7. 7 Claude Opus 4 16K 8.36
  8. 8 GPT-5 mini medium 8.31
  9. 9 DeepSeek-R1 8.30
  10. 10 Qwen3-235B-A22B 8.30
  11. 11 Qwen3-235B-A22B-Thinking Jul 2025 8.24
  12. 12 DeepSeek-R1 May 2025 8.19
  13. 13 GPT-4o Nov 2024 8.18
  14. 14 Claude Sonnet 4 16K 8.14
  15. 15 Claude 3.7 Sonnet 16k thinking 8.11
  16. 16 Gemini 2.5 Pro May 2025 8.09
  17. 17 Gemini 2.5 Pro Mar 2025 8.05
  18. 18 Claude 3.5 Sonnet (October 2024) 8.03
  19. 19 QwQ-32B 8.02
  20. 20 Gemma 3 27B 7.99
  21. 21 Mistral Medium 3 7.73
  22. 22 gpt-oss-120b 7.71
  23. 23 DeepSeek-V3 Mar 2025 7.70
  24. 24 Grok 4 7.69
  25. 25 Gemini 2.5 Flash Apr 2025 7.65
  26. 26 Grok 3 7.64
  27. 27 GPT-4.5 7.56
  28. 28 Qwen3-30B-A3B 7.53
  29. 29 o4-mini medium 7.50
  30. 30 Gemini 2.0 Flash Thinking Jan 2025 7.38
  31. 31 Claude 3.5 Haiku Oct 2024 7.35
  32. 32 Grok-3 mini low 7.35
  33. 33 GLM-4.5 7.34
  34. 34 Qwen2.5-Max 7.29
  35. 35 Gemini 2.0 Flash Dec 2024 7.15
  36. 36 o1 medium 7.02
  37. 37 Mistral Large 2 Jul 2024 6.90
  38. 38 GPT-4o mini 6.72
  39. 39 o1-mini medium 6.49
  40. 40 Grok-2 Dec 2024 6.36
  41. 41 Phi-4 6.26
  42. 42 Llama 4 Maverick 6.20
  43. 43 o3-mini high 6.17
  44. 44 Amazon Nova Pro 6.05
#ModelScoreSettingDateSource
1 GPT-5 8.60 medium Aug 2025 Epoch AI
2 Kimi K2 Jul 2025 8.56 Jul 2025 Epoch AI
3 Claude Opus 4.1 8.47 Aug 2025 Epoch AI
4 o3-pro 8.44 medium Jun 2025 Epoch AI
5 o3 8.39 medium Apr 2025 Epoch AI
6 Gemini 2.5 Pro Jun 2025 8.38 Jun 2025 Epoch AI
7 Claude Opus 4 8.36 16K May 2025 Epoch AI
8 GPT-5 mini 8.31 medium Aug 2025 Epoch AI
9 DeepSeek-R1 8.30 Jan 2025 Epoch AI
10 Qwen3-235B-A22B 8.30 Apr 2025 Epoch AI
11 Qwen3-235B-A22B-Thinking Jul 2025 8.24 Jul 2025 Epoch AI
12 DeepSeek-R1 May 2025 8.19 May 2025 Epoch AI
13 GPT-4o Nov 2024 8.18 Nov 2024 Epoch AI
14 Claude Sonnet 4 8.14 16K May 2025 Epoch AI
15 Claude 3.7 Sonnet 8.11 16k thinking Feb 2025 Epoch AI
16 Gemini 2.5 Pro May 2025 8.09 May 2025 Epoch AI
17 Gemini 2.5 Pro Mar 2025 8.05 Mar 2025 Epoch AI
18 Claude 3.5 Sonnet (October 2024) 8.03 Oct 2024 Epoch AI
19 QwQ-32B 8.02 Mar 2025 Epoch AI
20 Gemma 3 27B 7.99 Mar 2025 Epoch AI
21 Mistral Medium 3 7.73 May 2025 Epoch AI
22 gpt-oss-120b 7.71 Aug 2025 Epoch AI
23 DeepSeek-V3 Mar 2025 7.70 Mar 2025 Epoch AI
24 Grok 4 7.69 Jul 2025 Epoch AI
25 Gemini 2.5 Flash Apr 2025 7.65 Apr 2025 Epoch AI
26 Grok 3 7.64 Apr 2025 Epoch AI
27 GPT-4.5 7.56 Feb 2025 Epoch AI
28 Qwen3-30B-A3B 7.53 Apr 2025 Epoch AI
29 o4-mini 7.50 medium Apr 2025 Epoch AI
30 Gemini 2.0 Flash Thinking Jan 2025 7.38 Jan 2025 Epoch AI
31 Claude 3.5 Haiku 7.35 Oct 2024 Oct 2024 Epoch AI
32 Grok-3 mini 7.35 low Apr 2025 Epoch AI
33 GLM-4.5 7.34 Aug 2025 Epoch AI
34 Qwen2.5-Max 7.29 Jan 2025 Epoch AI
35 Gemini 2.0 Flash Dec 2024 7.15 Dec 2024 Epoch AI
36 o1 7.02 medium Dec 2024 Epoch AI
37 Mistral Large 2 Jul 2024 6.90 Jul 2024 Epoch AI
38 GPT-4o mini 6.72 Jul 2024 Epoch AI
39 o1-mini 6.49 medium Sep 2024 Epoch AI
40 Grok-2 Dec 2024 6.36 Dec 2024 Epoch AI
41 Phi-4 6.26 Dec 2024 Epoch AI
42 Llama 4 Maverick 6.20 Apr 2025 Epoch AI
43 o3-mini 6.17 high Jan 2025 Epoch AI
44 Amazon Nova Pro 6.05 Dec 2024 Epoch AI

6 models have held number one since its release in Jan 2025

Lab claims count from the day the card came out, independent runs from the model’s release.

OpenAI DeepSeek Moonshot AI
Epoch AI runs Not tested since Aug 2025
GPT-5 8.60

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Run or collected by Epoch AI
6.00 7.00 8.00 9.00 2025 6.00 7.00 8.00 9.00 2025

No lab model card reports it yet

We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark.

More in Writing and taste

All 24 in Writing and taste
  • Design Bench (Moonshot) In use Models make graphic designs from direct prompts or few-shot reference images. An automated grader rates the results as Elo scores. Kimi K3.1 Pro 957
  • WritingBench Fading Models complete 1,000 real-world writing requests across 6 domains and 100 subdomains. A judge model scores each reply on five query-specific criteria. GPT-5 83.9
  • Creative Writing (MiniMax in-house) Only in system cards Models write creative pieces for real Hailuo AI user requests. Automatic assessments score the writing. MiniMax-Text-01 81.3%
  • DeepSeek Chinese functional writing evaluation Only in system cards Models answer 3,170 everyday Chinese writing prompts such as reports, emails and speeches. Pairwise judging against a baseline model gives a win rate. DeepSeek-V4-Pro 62.6%
  • Slide generation human evaluation (Z.ai) Only in system cards People compare HTML slide decks from two models on content, layout and visual quality. Metric is overall win rate. GLM-5 67.5%
  • Task-dependent output homogenization evaluation Only in system cards Models answer prompts several times. A judge scores functional diversity where it is wanted and consistency where one answer is right. Muse Spark 0.21