HELM TORR - Numeric Nlg: leaderboard

The "Numeric Nlg" 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
1Gemini 1.5 Flash (002)19.26#585
2GPT-4o (2024-11-20)19.2#378
3Mixtral 8x22B Instruct19.14#733
4Gemini 1.5 Pro (002)18.5#350
5DeepSeek V318.48#323
6GPT-4o Mini (2024-07-18)18.14#561
7Mixtral 8x7B Instruct17.77#1172
8Claude 3.5 Haiku (20241022)16.9#591
9Claude 3.5 Sonnet (20241022)16.85#291
10Qwen 2 72B Instruct16.66#579
11Mistral 7B Instruct (v0.3)13.84#1276
12Llama 3.1 70B Instruct12.18#566
13Llama 3.1 405B Instruct12.17#461
14Llama 3.1 8B Instruct10.56#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-numeric-nlg · How It Works · Data refreshed daily, snapshot 2026-10-23.