Document Arena
People upload their own PDFs with a question, compare answers from two anonymous models, and vote for the better one. Votes become Bradley-Terry ratings.
PDF uploads opened in February 2026 and the ranked board went live on March 3rd, 2026. It had 44 models and 404,715 votes on the September 13th, 2026 update. A style-controlled view also exists.
- Made by
- Arena (formerly LMArena)
- Released
- March 2026
- Kind
- Reasoning over long documents
- Level
- Everyday
- Scored
- Ranked by votes
- Answers
- Open-ended
- Strongest model tested
- GPT-6 Astra #3 on the capability index
- Last model added
- September 2026
- Scores refreshed
- November 12th, 2026
Claude Fable 5 leads with 1,500 among models released by September 2026
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.
The newest model with a score here came out in September 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- 1,500 Claude Fable 5
- 1,498 Claude Fable 5.1
- 1,497 Claude Opus 4.6
- 1,494 Claude Opus 4.7
- 1,486 GPT-5.6 Sol
- 1,486 Claude Opus 5
- 1,485 Claude Opus 4.8
- 1,481 GPT-5.5
- 1,480
Muse Spark 1.1
- 1,478 Claude Sonnet 4.6
- 1,474 GPT-5.6 Terra
- 1,474
Muse Spark 1.3
- 1,474 GPT-6 Astra
- 1,471 GPT-5.4
- 1,469
Gemini 3.8 Flash
- 1,469 Claude Sonnet 5
- 1,468
Gemini 3.7 Flash
- 1,468 Claude Opus 4.5
- 1,467
Muse Spark
- 1,466 Grok 4.5
- 1,460 GPT-5.6 Luna
- 1,460 GPT-5.5 Instant
- 1,459
Gemini 3.1 Pro
- 1,459
Gemini 3.5 Flash
- 1,454
Gemini 3.6 Flash
- 1,452
Gemma 4 31B IT
- 1,451
Gemini 3 Pro
- 1,450 Kimi K2.6
- 1,450 Grok 4.6
- 1,448 Claude Sonnet 4.5
- 1,446
Qwen3.7-Plus
- 1,440 Grok 4.20 Beta (Reasoning, 0309)
- 1,440
Gemini 3 Flash
- 1,438 Kimi K2.5
- 1,435
MiniMax-M3
- 1,433
Gemini 2.5 Pro
- 1,425 GPT-5.2
- 1,419 Claude Haiku 4.5
- 1,416 GPT-5.1
- 1,406 GLM-5V-Turbo
Bars start at 1,400.
- 1 Claude Fable 5 high 1,500
- 2 Claude Fable 5.1 max 1,498
- 3 Claude Opus 4.6 high 1,497
- 4 Claude Opus 4.7 1,494
- 5 GPT-5.6 Sol xhigh 1,486
- 6 Claude Opus 5 high 1,486
- 7 Claude Opus 4.8 high 1,485
- 8 GPT-5.5 high 1,481
- 9
Muse Spark 1.1 1,480
- 10 Claude Sonnet 4.6 1,478
- 11 GPT-5.6 Terra xhigh 1,474
- 12
Muse Spark 1.3 max 1,474
- 13 GPT-6 Astra max 1,474
- 14 GPT-5.4 1,471
- 15
Gemini 3.8 Flash high 1,469
- 16 Claude Sonnet 5 high 1,469
- 17
Gemini 3.7 Flash high 1,468
- 18 Claude Opus 4.5 1,468
- 19
Muse Spark 1,467
- 20 Grok 4.5 1,466
- 21 GPT-5.6 Luna xhigh 1,460
- 22 GPT-5.5 Instant 1,460
- 23
Gemini 3.1 Pro 1,459
- 24
Gemini 3.5 Flash medium 1,459
- 25
Gemini 3.6 Flash high 1,454
- 26
Gemma 4 31B IT 1,452
- 27
Gemini 3 Pro 1,451
- 28 Kimi K2.6 1,450
- 29 Grok 4.6 high 1,450
- 30 Claude Sonnet 4.5 1,448
- 31
Qwen3.7-Plus 1,446
- 32 Grok 4.20 Beta (Reasoning, 0309) 1,440
- 33
Gemini 3 Flash 1,440
- 34 Kimi K2.5 thinking 1,438
- 35
MiniMax-M3 1,435
- 36
Gemini 2.5 Pro Jun 2025 1,433
- 37 GPT-5.2 1,425
- 38 Claude Haiku 4.5 1,419
- 39 GPT-5.1 1,416
- 40 GLM-5V-Turbo 1,406
Source: Official Document Arena leaderboard
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Fable 5 | 1,500 | high | Jun 2026 | Official leaderboard |
| 2 | Claude Fable 5.1 | 1,498 | max | Sep 2026 | Official leaderboard |
| 3 | Claude Opus 4.6 | 1,497 | high | Feb 2026 | Official leaderboard |
| 4 | Claude Opus 4.7 | 1,494 | Apr 2026 | Official leaderboard | |
| 5 | GPT-5.6 Sol | 1,486 | xhigh | Jul 2026 | Official leaderboard |
| 6 | Claude Opus 5 | 1,486 | high | Jul 2026 | Official leaderboard |
| 7 | Claude Opus 4.8 | 1,485 | high | May 2026 | Official leaderboard |
| 8 | GPT-5.5 | 1,481 | high | Apr 2026 | Official leaderboard |
| 9 | | 1,480 | Jul 2026 | Official leaderboard | |
| 10 | Claude Sonnet 4.6 | 1,478 | Feb 2026 | Official leaderboard | |
| 11 | GPT-5.6 Terra | 1,474 | xhigh | Jul 2026 | Official leaderboard |
| 12 | | 1,474 | max | Sep 2026 | Official leaderboard |
| 13 | GPT-6 Astra | 1,474 | max | Sep 2026 | Official leaderboard |
| 14 | GPT-5.4 | 1,471 | Mar 2026 | Official leaderboard | |
| 15 | | 1,469 | high | Sep 2026 | Official leaderboard |
| 16 | Claude Sonnet 5 | 1,469 | high | Jun 2026 | Official leaderboard |
| 17 | | 1,468 | high | Aug 2026 | Official leaderboard |
| 18 | Claude Opus 4.5 | 1,468 | Nov 2025 | Official leaderboard | |
| 19 | | 1,467 | Apr 2026 | Official leaderboard | |
| 20 | Grok 4.5 | 1,466 | Jul 2026 | Official leaderboard | |
| 21 | GPT-5.6 Luna | 1,460 | xhigh | Jul 2026 | Official leaderboard |
| 22 | GPT-5.5 Instant | 1,460 | May 2026 | Official leaderboard | |
| 23 | | 1,459 | Feb 2026 | Official leaderboard | |
| 24 | | 1,459 | medium | May 2026 | Official leaderboard |
| 25 | | 1,454 | high | Jul 2026 | Official leaderboard |
| 26 | | 1,452 | Apr 2026 | Official leaderboard | |
| 27 | | 1,451 | Nov 2025 | Official leaderboard | |
| 28 | Kimi K2.6 | 1,450 | Apr 2026 | Official leaderboard | |
| 29 | Grok 4.6 | 1,450 | high | Aug 2026 | Official leaderboard |
| 30 | Claude Sonnet 4.5 | 1,448 | Sep 2025 | Official leaderboard | |
| 31 | | 1,446 | Jun 2026 | Official leaderboard | |
| 32 | Grok 4.20 Beta (Reasoning, 0309) | 1,440 | Nov 2026 | Official leaderboard | |
| 33 | | 1,440 | Dec 2025 | Official leaderboard | |
| 34 | Kimi K2.5 | 1,438 | thinking | Jan 2026 | Official leaderboard |
| 35 | | 1,435 | Jun 2026 | Official leaderboard | |
| 36 | | 1,433 | Jun 2025 | Official leaderboard | |
| 37 | GPT-5.2 | 1,425 | Dec 2025 | Official leaderboard | |
| 38 | Claude Haiku 4.5 | 1,419 | Oct 2025 | Official leaderboard | |
| 39 | GPT-5.1 | 1,416 | Nov 2025 | Official leaderboard | |
| 40 | GLM-5V-Turbo | 1,406 | Apr 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 Document Arena leaderboard
2 models have held number one on the official leaderboard since its release in March 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official Document Arena 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 Document Arena 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.
More in Long context
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- GraphWalks In use A graph is given as an edge list in long context. The model answers BFS or parent queries, scored by F1. Claude Fable 5 99.96%
- OpenAI MRCR v2 In use Models read a long synthetic chat that hides 2, 4 or 8 identical writing requests and must reproduce the response to the i-th one. Scored by mean string match ratio per context bin.
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- CL-bench In use Model must learn new knowledge from a supplied long context (rules, procedures, data) and solve tasks. Strict LLM-verified rubrics. GPT-5.4 27.9%
- AA-LCR 1.1 In use Models answer 100 questions that need reasoning across sets of real documents of about 100K tokens. An LLM equality checker with a fixed system prompt compares each answer with the key.
Step 5 Preview 88.3%