HELM TORR - Tablebench Fact Checking: leaderboard

The "Tablebench Fact Checking" subtask of HELM TORR. Stanford HELM's TORR project (Table-Oriented Reasoning and Retrieval): question answering and reasoning over tables and semi-structured records, including financial filings, scored on program and answer accuracy.

Metric: ROUGE-L. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 14 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o (2024-11-20)72.56#378
2DeepSeek V371.07#323
3Gemini 1.5 Pro (002)70.13#350
4Gemini 1.5 Flash (002)69.92#585
5Claude 3.5 Sonnet (20241022)69.61#291
6Mixtral 8x22B Instruct67.77#733
7Qwen 2 72B Instruct67.61#579
8GPT-4o Mini (2024-07-18)65.73#561
9Llama 3.1 405B Instruct65.22#461
10Llama 3.1 70B Instruct63.38#566
11Claude 3.5 Haiku (20241022)62.57#591
12Mixtral 8x7B Instruct58.8#1172
13Mistral 7B Instruct (v0.3)54.94#1276
14Llama 3.1 8B Instruct51.55#1040

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-torr-tablebench-fact-checking · How It Works · Data refreshed daily, snapshot 2026-10-23.