HELM Robo-Reward-Bench - Dlr Edan Shared Control Converted Externally To Rlds: leaderboard

The "Dlr Edan Shared Control Converted Externally To Rlds" subtask of HELM Robo-Reward-Bench. Stanford HELM's Robo-Reward-Bench: vision-language models act as reward models over robot manipulation episodes, predicting task progress or success from video.

Metric: Absolute Error. Source: crfm.stanford.edu. Saturation forecast: Around September 2027. 25 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini (2025-08-07)0.16#175
2GPT-50.21#101
3GPT-5.20.26#114
4GPT-5.5 (xHigh)0.26#30 (GPT-5.5)
5GPT-5.5 (2026-04-23)0.26#23
6Gemini 3 Pro (Preview)0.32#67
7Gemini 2.5 Flash Lite0.37#426
8GPT-5.1 (2025-11-13)0.37#106
9Gemini 2.5 Flash0.53#247
10Gemini 2.5 Pro0.84#155
11Gemini 3 Flash (Preview)1.05#86
12Llama 4 Scout Instruct1.21#541
13GPT-5 Nano1.37#430
14Llama 4 Maverick Instruct1.68#460

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-robo-reward-bench-dlr-edan-shared-control-converted-externally-to-rlds · How It Works · Data refreshed daily, snapshot 2026-10-24.