PIJ - Criminal Process Reconstruction: leaderboard

F1 for criminal process reconstruction on the PIJ human-comparison subset of 50 samples per task, including Unknown labels. These are the human-comparison results rather than the full 2,500-case headline evaluation.

Metric: F1 (%, 50-sample human evaluation, include Unknown). Source: arxiv.org. Saturation forecast: Around 2031. 10 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash60.06#103
2Qwen 3 Max59.51#213
3Qwen 3 14B55.96#542
4GPT-5.455.84#83
5GPT-5.4 Mini54.85#228
6Claude Sonnet 4.654.32#94
7DeepSeek V4 Pro (Non-reasoning)53.19#112 (DeepSeek V4 Pro)
8DeepSeek V4 Pro (Reasoning)50.09#112 (DeepSeek V4 Pro)
9Llama 3.3 70B49.09#578
10Qwen 3 8B49.07#678

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=pij-criminal-process-reconstruction · How It Works · Data refreshed daily, snapshot 2026-11-05.