LSAT
Models take a simulated Law School Admission Test. Scored on the 120 to 180 scale.
OpenAI ran this as a simulated exam in the GPT-4 Technical Report.
- Level
- University Undergraduates and entry-level professionals
- Scored
- Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
- Answers
- Multiple choice
GPT-4 leads with 163.0 among models released by Mar 2024
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
The newest model with a score here came out in Mar 2024, and nobody has reported a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- GPT-6 Astra
- Claude Opus 5.5
- GPT-6.1 Terra
- GPT-6.1 Sol
- and 16 more
- 1 GPT-4 Mar 2023 163.0
- 2 Claude 3 Opus 161.0
- 3 Claude 3 Sonnet 158.3
- 4 Claude 3 Haiku 156.3
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | GPT-4 Mar 2023 | 163.0 | Mar 2023 | Model card | |
| 2 | Claude 3 Opus | 161.0 | Mar 2024 | Model card | |
| 3 | Claude 3 Sonnet | 158.3 | Mar 2024 | Model card | |
| 4 | Claude 3 Haiku | 156.3 | Mar 2024 | Model card |
Number one over time
Lab claims count from the day the card came out, independent runs from the model’s release.
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Labs report it only in system cards
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark. Some system cards do, below.
7 system cards report it, from 3 labs
Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| 23 Nov 2024 |  Llama 3.1-8B technical report | 53.9 | LSAT, accuracy, Preptests 71, 73, 80 and 93 (Table 17) | Capabilities |
| 23 Nov 2024 | Llama 3.1-70B technical report | 74.2 | LSAT, accuracy, Preptests 71, 73, 80 and 93 (Table 17) | Capabilities |
| 23 Nov 2024 | Llama 3.1-405B technical report | 81.1 | LSAT, accuracy, Preptests 71, 73, 80 and 93 (Table 17) | Capabilities |
| 4 Mar 2024 | Claude 3 Sonnet model card | 158.3 | LSAT, 5-shot CoT, scaled score averaged over PT89, PT90 and PT91 (Table 2) | Capabilities |
| 4 Mar 2024 | Claude 3 Opus model card | 161 | LSAT, 5-shot CoT, scaled score averaged over PT89, PT90 and PT91 (Table 2) | Capabilities |
| 4 Mar 2024 | Claude 3 Haiku model card | 156.3 | LSAT, 5-shot CoT, scaled score averaged over PT89, PT90 and PT91 (Table 2) | Capabilities |
| 14 Mar 2023 | GPT-4 technical report | 163 | LSAT, 163 (~88th percentile) (Table 1, GPT-4 with vision) | Capabilities |
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