HELM TORR - Scigen: leaderboard

The "Scigen" 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
1Mixtral 8x7B Instruct16.82#1172
2GPT-4o (2024-11-20)16.72#378
3Mixtral 8x22B Instruct16.64#733
4DeepSeek V316.4#323
5Gemini 1.5 Flash (002)16.36#585
6GPT-4o Mini (2024-07-18)16.05#561
7Gemini 1.5 Pro (002)15.99#350
8Claude 3.5 Haiku (20241022)14.97#591
9Claude 3.5 Sonnet (20241022)14.8#291
10Qwen 2 72B Instruct14.5#579
11Mistral 7B Instruct (v0.3)12.91#1276
12Llama 3.1 405B Instruct11.06#461
13Llama 3.1 70B Instruct10.02#566
14Llama 3.1 8B Instruct9.14#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-scigen · How It Works · Data refreshed daily, snapshot 2026-10-23.