LexKairos - Action Limitation Reasoning: leaderboard
The Action Limitation Reasoning sub-task of LexKairos (Tsinghua University, 2026): decide whether the limitation period for an action has expired. F1 score in percent over 109 items in the vanilla setting (direct answer); higher is better.
Metric: F1 score (%; 109 items: decide whether a limitation period for an action has expired; vanilla setting, the model answers directly without extra reasoning steps (thinking disabled where the model allows it); temperature 0, 8,000 output tokens). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Flash (Minimal) | 83.02 | #164 (Gemini 3 Flash) |
| 2 | Qwen 3.5 9B (Non-reasoning) | 77.07 | #803 (Qwen 3.5 9B) |
| 3 | DeepSeek R1 | 68.33 | #473 |
| 4 | DeepSeek V4 Flash (Non-reasoning) | 67.74 | #258 (DeepSeek V4 Flash) |
| 5 | GPT-5.4 (Non-reasoning) | 60.52 | #123 (GPT-5.4) |
| 6 | Llama 3.1 8B | 8.34 | #4861 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=lexkairos-action-limitation-reasoning · How It Works · Data refreshed daily, snapshot 2026-11-13.