OmniToM - Belief Extraction - Hinting Task Test: leaderboard

Metric: Belief-extraction macro F1 (%): story-level F1 between the extracted world-fact and actor-belief propositions and the gold propositions, matched semantically by a GPT-5 judge, macro-averaged over stories, on the 100 Hinting Task Test stories, on the 895 OmniToM stories from seven ToMBench categories (22,343 gold belief propositions), zero-shot TELeR level 3 prompts; GPT-5 is not scored as it is the judge; higher is better. Source: arxiv.org. Saturation forecast: Around April 2027. 8 models tracked.

Top models

#ModelScore
1Gemini 2.5 Flash50.34
2Mistral Small 348.32
3Gemma 3 27B (IT)45.46
4Mistral Large 2 (Jul)41.78
5Qwen 3 32B41.41
6Qwen 3 8B37.14
7Llama 3.3 70B Instruct36.27
8Llama 3.1 8B Instruct31.48

Interactive version: theaggregate.ai/benchmark?slug=omnitom-belief-extraction-hinting-task-test · How It Works · Data refreshed daily, snapshot 2026-10-07.