HELM TORR - Tablebench Numerical Reasoning: leaderboard

The "Tablebench Numerical Reasoning" 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
1Claude 3.5 Sonnet (20241022)42.29#291
2GPT-4o (2024-11-20)39.87#378
3DeepSeek V335.14#323
4Gemini 1.5 Pro (002)31.48#350
5Llama 3.1 405B Instruct31.45#461
6Llama 3.1 70B Instruct26.53#566
7GPT-4o Mini (2024-07-18)23.55#561
8Qwen 2 72B Instruct23.44#579
9Gemini 1.5 Flash (002)21.04#585
10Claude 3.5 Haiku (20241022)20.33#591
11Mixtral 8x22B Instruct20.17#733
12Mixtral 8x7B Instruct12.24#1172
13Llama 3.1 8B Instruct9.68#1040
14Mistral 7B Instruct (v0.3)9.65#1276

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-numerical-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-23.