HELM TORR - Turl Col Type - Robustness: leaderboard

HELM ToRR (release v1.0.0) robustness on Turl Col Type (annotating table column types (TURL); 41 instances): per instance, 1 minus the spread between the best and worst Micro F1 across 35 prompt configurations (7 table serializations x original, row-shuffled, column-shuffled, transposed and padded tables), averaged. 0-100, higher is more consistent; a model that fails every configuration also scores high.

Metric: Robustness (0-100). Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20241022)62.22#302
2Gemini 1.5 Flash (002)59.29#587
3GPT-4o (2024-11-20)57.76#392
4DeepSeek V356.08#329
5Qwen 2 72B Instruct51.58#579
6Claude 3.5 Haiku (20241022)51.26#590
7Llama 3.1 70B Instruct50.94#567
8GPT-4o Mini (2024-07-18)50.64#568
9Gemini 1.5 Pro (002)50.6#368
10Llama 3.1 405B Instruct49.82#470
11Mixtral 8x22B Instruct45.36#738
12Mistral 7B Instruct (v0.3)27.36#1255
13Llama 3.1 8B Instruct18.87#1017
14Mixtral 8x7B Instruct17.08#1085

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-torr-turl-col-type-robustness · How It Works · Data refreshed daily, snapshot 2026-11-05.