LexKairos - Event Relation Discerning: leaderboard

The Event Relation Discerning sub-task of LexKairos (Tsinghua University, 2026): classify the temporal relation between two events of a judicial case. F1 score in percent over 450 items in the vanilla setting (direct answer); higher is better.

Metric: F1 score (%; 450 items: classify the temporal relation between two events of a judicial case; 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

#ModelScoreOverall rank
1GPT-5.4 (Non-reasoning)90.58#123 (GPT-5.4)
2DeepSeek R187.37#473
3Gemini 3 Flash (Minimal)82.53#164 (Gemini 3 Flash)
4Qwen 3.5 9B (Non-reasoning)69.94#803 (Qwen 3.5 9B)
5DeepSeek V4 Flash (Non-reasoning)54.13#258 (DeepSeek V4 Flash)
6Llama 3.1 8B28.04#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-event-relation-discerning · How It Works · Data refreshed daily, snapshot 2026-11-13.