HELM TORR - Wikitq: leaderboard

The "Wikitq" 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: F1 Strings. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20241022)91.94#291
2DeepSeek V390.8#323
3GPT-4o (2024-11-20)90.75#378
4Llama 3.1 70B Instruct90.72#566
5Llama 3.1 405B Instruct90.2#461
6Gemini 1.5 Pro (002)88.53#350
7GPT-4o Mini (2024-07-18)88.42#561
8Gemini 1.5 Flash (002)88.07#585
9Qwen 2 72B Instruct86.2#579
10Claude 3.5 Haiku (20241022)84.98#591
11Llama 3.1 8B Instruct80.01#1040
12Mistral 7B Instruct (v0.3)67.57#1276
13Mixtral 8x22B Instruct66.78#733
14Mixtral 8x7B Instruct61.91#1172

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