ResearchQA (Open Paper) - Refusal Correctness: leaderboard

ResearchQA (2026) asks citation-grounded questions about single open-access scientific papers, run here through the Open Paper chat-with-paper harness on a 100-question sample. Refusal correctness is the percent of false-premise questions answered with a refusal or with only real, grounded citations; higher is better.

Metric: Refusal correctness (%; share of the adversarial false-premise questions in the sample answered with a refusal or with only grounded citations, citation-grounded answers from the Open Paper chat-with-paper harness to a 100-row evenly spaced sample of 6,211 single-paper questions over 494 open-access papers, citations checked by a normalizing substring matcher against the extracted paper text; higher is better). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)87#94
2GPT-4.187#495
3GPT-5.478.3#123
4GLM-4.778.3#366
5Claude Haiku 4.573.9#568
6Claude Opus 4.773.9#79
7Gemini 3 Flash (Preview)65.2#144
8GPT-OSS-120B47.8#700

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=researchqa-open-paper-refusal-correctness · How It Works · Data refreshed daily, snapshot 2026-11-13.