LegalReasonBench
Models work long-horizon legal matters built by practicing lawyers, writing memoranda and court filings across dependent assignments, in closed-record and open-research settings.
Rule and application scores drop 11 to 38 points when models must find the law themselves.
- Made by
- micro1
- Released
- October 2026
- Kind
- Law
- Level
- Expert
- Scored
- Graded by a model
- Answers
- Open-ended
- Tasks
- All public
- Strongest model tested
- Claude Fable 5.2 #1 on the capability index
- Last model added
- November 2026
- Scores refreshed
- November 12th, 2026
Gemini 4 Argon leads with 50.8%
Best score per model 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.
- 1
Gemini 4 Argon 50.8%
- 2 Claude Fable 5.1 50.6%
- 3 Claude Fable 5.2 49.8%
- 4 Claude Opus 5.5 46.5%
- 5
Muse Spark 1.3 40.4%
- 6 Grok 4.7 40.4%
- 7
Gemini 3.8 Flash 39.6%
- 8 GPT-6 Astra 39.5%
- 9 Kimi K3.1 Pro 36.4%
- 10 GPT-6 Sol 31.9%
Source: Official LegalReasonBench leaderboard
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | | 50.8% | Sep 2026 | Official leaderboard | |
| 2 | Claude Fable 5.1 | 50.6% | Sep 2026 | Official leaderboard | |
| 3 | Claude Fable 5.2 | 49.8% | Nov 2026 | Official leaderboard | |
| 4 | Claude Opus 5.5 | 46.5% | Sep 2026 | Official leaderboard | |
| 5 | | 40.4% | Sep 2026 | Official leaderboard | |
| 6 | Grok 4.7 | 40.4% | Sep 2026 | Official leaderboard | |
| 7 | | 39.6% | Sep 2026 | Official leaderboard | |
| 8 | GPT-6 Astra | 39.5% | Sep 2026 | Official leaderboard | |
| 9 | Kimi K3.1 Pro | 36.4% | Oct 2026 | Official leaderboard | |
| 10 | GPT-6 Sol | 31.9% | Sep 2026 | Official leaderboard |
The best score, 50.8%, costs $6.71 a task
Runs on the cost frontier score higher than any run that's cheaper. The costs are the leaderboard's own estimates, so compare them only within this benchmark.
Source: Official LegalReasonBench leaderboard
| Model | Effort | Harness | Score | Cost per task | Output tokens |
|---|---|---|---|---|---|
| | 50.8% | $6.71 | 169,000 | ||
| Claude Fable 5.1 | 50.6% | $20 | 86,000 | ||
| Claude Fable 5.2 | 49.8% | ||||
| Claude Opus 5.5 | 46.5% | $8.08 | 74,000 | ||
| | 40.4% | $0.87 | 36,000 | ||
| Grok 4.7 | 40.4% | $3.42 | 38,000 | ||
| | 39.6% | $3.96 | 213,000 | ||
| GPT-6 Astra | 39.5% | $22 | 33,000 | ||
| Kimi K3.1 Pro | 36.4% | ||||
| GPT-6 Sol | 31.9% | $2.45 | 23,000 |
Number one over time
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official LegalReasonBench 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 LegalReasonBench 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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