Lech Mazur Creative Writing
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
- January 2025
- Kind
- Creative writing
- Level
- University
- Scored
- Graded by a model
- Answers
- Open-ended
- Tasks
- All public
- Strongest model tested
- GPT-6 Astra #3 on the capability index
- Last model added
- October 2026
- Scores refreshed
- November 12th, 2026
Claude Fable 5.1 leads with 3.75
Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Every run is in the next chart. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.
- 3.75 Claude Fable 5.1
- 3.69 Claude Opus 5.5
- 3.69 Claude Opus 5
- 3.42 GPT-6 Astra
- 2.95 GLM-5.3
- 2.81 Claude Fable 5
- 2.72 Kimi K3.1 Pro
- 2.42 GPT-5.6 Sol
- 2.39 GPT-5.5
- 2.35 Kimi K3
- 1.92 GPT-5.4
- 1.90
Muse Wonder
- 1.72 Claude Opus 4.7
- 1.61 Claude Sonnet 4.6
- 1.52 Xiaomi MiMo V2.6 Pro
- 1.08 Claude Opus 4.6
- 0.72
Gemini 4 Argon
- 0.72 Claude Opus 4.8
- 0.71
Muse Spark 1.1
- 0.50
Muse Spark 1.3
- 0.44
DeepSeek-V4-Pro
- 0.41 GLM-5.2
- 0.35 Grok 4.7
- 0.29 GPT-5.2
- 0.12
Qwen 3.8 Max
- 0.08
Gemini 3.8 Flash
- 0.03 Kimi K2.6
- -0.10
Muse Spark 1.2
- -0.14
MiniMax-M3
- -0.43
Mistral Medium 3.1
- -0.55
DeepSeek V4.1 Flash
- -0.70
Qwen 3.8 27B
- -0.72 Xiaomi MiMo V2.5 Pro
- -0.73
Qwen3-Max
- -0.76
Gemini 3.7 Flash
- -0.98
Qwen 3.6 Max (Preview)
- -1.08 GLM-5.1
- -1.13 Kimi K2.5
- -1.27 Xiaomi MiMo V2 Pro
- -1.30 Baidu Ernie 5.1
- -1.68
Mistral Large 4
- -1.81
Mistral Large 3
- -1.91
Gemma 4 31B IT
- -2.00 ByteDance Seed2.0 Pro
- -2.03
Gemini 3.5 Flash
- -2.21
Gemini 3.1 Pro
- -2.33
Qwen 3.6 Plus
- -2.56
Mistral Medium 3.5
- -2.71
Qwen3.7-Max
- -2.92
DeepSeek-V3.2
- -2.93 Grok 4.6
- -3.17 gpt-oss-120b
- -3.81
MiniMax-M2.7
- -4.30 Grok 4.3
- -5.13 Grok 4.5
- 1 Claude Fable 5.1 high 3.75
- 2 Claude Opus 5.5 high 3.69
- 3 Claude Opus 5 xhigh 3.69
- 4 GPT-6 Astra high 3.42
- 5 GLM-5.3 max 2.95
- 6 Claude Fable 5 high 2.81
- 7 Kimi K3.1 Pro high 2.72
- 8 GPT-5.6 Sol xhigh 2.42
- 9 GPT-5.5 xhigh 2.39
- 10 Kimi K3 2.35
- 11 GPT-5.4 medium 1.92
- 12
Muse Wonder high 1.90
- 13 Claude Opus 4.7 high 1.72
- 14 Claude Sonnet 4.6 thinking 16K 1.61
- 15 Xiaomi MiMo V2.6 Pro thinking 1.52
- 16 Claude Opus 4.6 thinking 16K 1.08
- 17
Gemini 4 Argon high 0.72
- 18 Claude Opus 4.8 xhigh 0.72
- 19
Muse Spark 1.1 high 0.71
- 20
Muse Spark 1.3 high 0.50
- 21
DeepSeek-V4-Pro high 0.44
- 22 GLM-5.2 max 0.41
- 23 Grok 4.7 high 0.35
- 24 GPT-5.2 medium 0.29
- 25
Qwen 3.8 Max 0.12
- 26
Gemini 3.8 Flash high 0.08
- 27 Kimi K2.6 0.03
- 28
Muse Spark 1.2 high -0.10
- 29
MiniMax-M3 -0.14
- 30
Mistral Medium 3.1 -0.43
- 31
DeepSeek V4.1 Flash high -0.55
- 32
Qwen 3.8 27B -0.70
- 33 Xiaomi MiMo V2.5 Pro -0.72
- 34
Qwen3-Max -0.73
- 35
Gemini 3.7 Flash high -0.76
- 36
Qwen 3.6 Max (Preview) -0.98
- 37 GLM-5.1 -1.08
- 38 Kimi K2.5 Thinking -1.13
- 39 Xiaomi MiMo V2 Pro -1.27
- 40 Baidu Ernie 5.1 -1.30
- 41
Mistral Large 4 high -1.68
- 42
Mistral Large 3 -1.81
- 43
Gemma 4 31B IT Reasoning -1.91
- 44 ByteDance Seed2.0 Pro -2.00
- 45
Gemini 3.5 Flash -2.03
- 46
Gemini 3.1 Pro -2.21
- 47
Qwen 3.6 Plus -2.33
- 48
Mistral Medium 3.5 -2.56
- 49
Qwen3.7-Max -2.71
- 50
DeepSeek-V3.2 -2.92
- 51 Grok 4.6 high -2.93
- 52 gpt-oss-120b -3.17
- 53
MiniMax-M2.7 -3.81
- 54 Grok 4.3 -4.30
- 55 Grok 4.5 high -5.13
Source: Official Lech Mazur Creative Writing leaderboard
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Fable 5.1 | 3.75 | high | Sep 2026 | Official leaderboard |
| 2 | Claude Opus 5.5 | 3.69 | high | Sep 2026 | Official leaderboard |
| 3 | Claude Opus 5 | 3.69 | xhigh | Jul 2026 | Official leaderboard |
| 4 | GPT-6 Astra | 3.42 | high | Sep 2026 | Official leaderboard |
| 5 | GLM-5.3 | 2.95 | max | Aug 2026 | Official leaderboard |
| 6 | Claude Fable 5 | 2.81 | high | Jun 2026 | Official leaderboard |
| 7 | Kimi K3.1 Pro | 2.72 | high | Oct 2026 | Official leaderboard |
| 8 | GPT-5.6 Sol | 2.42 | xhigh | Jul 2026 | Official leaderboard |
| 9 | GPT-5.5 | 2.39 | xhigh | Apr 2026 | Official leaderboard |
| 10 | Kimi K3 | 2.35 | Jul 2026 | Official leaderboard | |
| 11 | GPT-5.4 | 1.92 | medium | Mar 2026 | Official leaderboard |
| 12 | | 1.90 | high | Oct 2026 | Official leaderboard |
| 13 | Claude Opus 4.7 | 1.72 | high | Apr 2026 | Official leaderboard |
| 14 | Claude Sonnet 4.6 | 1.61 | thinking 16K | Feb 2026 | Official leaderboard |
| 15 | Xiaomi MiMo V2.6 Pro | 1.52 | thinking | Official leaderboard | |
| 16 | Claude Opus 4.6 | 1.08 | thinking 16K | Feb 2026 | Official leaderboard |
| 17 | | 0.72 | high | Sep 2026 | Official leaderboard |
| 18 | Claude Opus 4.8 | 0.72 | xhigh | May 2026 | Official leaderboard |
| 19 | | 0.71 | high | Jul 2026 | Official leaderboard |
| 20 | | 0.50 | high | Sep 2026 | Official leaderboard |
| 21 | | 0.44 | high | Apr 2026 | Official leaderboard |
| 22 | GLM-5.2 | 0.41 | max | Jun 2026 | Official leaderboard |
| 23 | Grok 4.7 | 0.35 | high | Sep 2026 | Official leaderboard |
| 24 | GPT-5.2 | 0.29 | medium | Dec 2025 | Official leaderboard |
| 25 | | 0.12 | Aug 2026 | Official leaderboard | |
| 26 | | 0.08 | high | Sep 2026 | Official leaderboard |
| 27 | Kimi K2.6 | 0.03 | Apr 2026 | Official leaderboard | |
| 28 | | -0.10 | high | Aug 2026 | Official leaderboard |
| 29 | | -0.14 | Jun 2026 | Official leaderboard | |
| 30 | | -0.43 | Aug 2025 | Official leaderboard | |
| 31 | | -0.55 | high | Sep 2026 | Official leaderboard |
| 32 | | -0.70 | Aug 2026 | Official leaderboard | |
| 33 | Xiaomi MiMo V2.5 Pro | -0.72 | Official leaderboard | ||
| 34 | | -0.73 | Sep 2025 | Official leaderboard | |
| 35 | | -0.76 | high | Aug 2026 | Official leaderboard |
| 36 | | -0.98 | Apr 2026 | Official leaderboard | |
| 37 | GLM-5.1 | -1.08 | Apr 2026 | Official leaderboard | |
| 38 | Kimi K2.5 | -1.13 | Thinking | Jan 2026 | Official leaderboard |
| 39 | Xiaomi MiMo V2 Pro | -1.27 | Official leaderboard | ||
| 40 | Baidu Ernie 5.1 | -1.30 | Official leaderboard | ||
| 41 | | -1.68 | high | Oct 2026 | Official leaderboard |
| 42 | | -1.81 | Dec 2025 | Official leaderboard | |
| 43 | | -1.91 | Reasoning | Apr 2026 | Official leaderboard |
| 44 | ByteDance Seed2.0 Pro | -2.00 | Official leaderboard | ||
| 45 | | -2.03 | May 2026 | Official leaderboard | |
| 46 | | -2.21 | Feb 2026 | Official leaderboard | |
| 47 | | -2.33 | Mar 2026 | Official leaderboard | |
| 48 | | -2.56 | Apr 2026 | Official leaderboard | |
| 49 | | -2.71 | May 2026 | Official leaderboard | |
| 50 | | -2.92 | Dec 2025 | Official leaderboard | |
| 51 | Grok 4.6 | -2.93 | high | Aug 2026 | Official leaderboard |
| 52 | gpt-oss-120b | -3.17 | Aug 2025 | Official leaderboard | |
| 53 | | -3.81 | Mar 2026 | Official leaderboard | |
| 54 | Grok 4.3 | -4.30 | Apr 2026 | Official leaderboard | |
| 55 | Grok 4.5 | -5.13 | high | Jul 2026 | Official leaderboard |
Scores at each effort level
Models the leaderboard ran at two or more effort levels. We don’t have enough cost data here to say what the extra effort costs.
Source: Official Lech Mazur Creative Writing leaderboard
10 models have held number one on the official leaderboard since its release in January 2025
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official Lech Mazur Creative Writing leaderboard
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official Lech Mazur Creative Writing leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
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