HumRightsBench - Rule Application: leaderboard

HumRightsBench (2026) is a pilot, expert-validated benchmark of reasoning in international human rights law built on right-to-water scenarios and structured along issue identification, rule recall, rule application and proposed remedies. This board asks the model to rank five to seven applicable rules by authority and relevance; an answer counts when its Kendall tau against the expert ranking is at least 0.7. Share in percent over five seeds; higher is better.

Metric: Accuracy (%; x100 of the share of rule-application answers whose ranking of 5-7 applicable rules by authority and relevance reaches Kendall tau of at least 0.7 against the expert ranking, unparseable rankings scored 0; pilot HumRightsBench question set on right-to-water scenarios validated by human rights experts; each question asked with five seeds and shuffled answer order (Qwen 3.5-9B multiple-choice types over four), responses through each provider's structured-output interface, errored calls counted as incorrect). Source: arxiv.org. Saturation forecast: Around June 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (Preview)24#141
2GPT-522.5#163
3Claude Opus 4.718#75
4Qwen 3.5 9B2.5#803

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=humrightsbench-rule-application · How It Works · Data refreshed daily, snapshot 2026-11-12.