LogicScore - HotpotQA Essentiality: leaderboard

Metric: Essentiality (%; share of the answer's extracted propositions that lie on the recovered question-to-gold-answer path, 0 when no path is recovered; 1,939 HotpotQA distractor-setting items). Source: arxiv.org. Saturation forecast: Around 2031. 21 models tracked.

Top models

#ModelScore
1Qwen 3 14B52.01
2Qwen 3 30B A3B50.97
3Qwen 3 4B50.39
4Qwen 3 1.7B50.07
5DeepSeek R149.6
6GPT-5.148.37
7Qwen 3 8B47.47
8O347.44
9Qwen 3 235B A22B45.62
10GPT-4o44.9
11DeepSeek V3.244.81
12Gemini 3 Pro39.69
13Qwen 3 0.6B33.11

Interactive version: theaggregate.ai/benchmark?slug=logicscore-hotpotqa-essentiality · How It Works · Data refreshed daily, snapshot 2026-09-26.