Mistral / MODEL EVIDENCE

RLHFlow-PRM-Mistral-8B

2 benchmarks · 2 observations · 2 sources

Scores at a glance

2 benchmarks · large dot: RLHFlow-PRM-Mistral-8B; small dots: closest models where reported

ProcessBench ↗28.4 F1 points
5.187.9

RLHFlow-PRM-Mistral-8B · ProcessBench · Average F1 · original comparison ↗

PRMBench ↗54.4 points
4768.8

RLHFlow-PRM-Mistral-8B · PRMBench · Overall PRMScore · original evaluation ↗

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. ProcessBench: Identifying Process Errors in Mathematical Reasoning — published result table ↗

    Zheng, Chujie, Zhang, Zhenru, Zhang, Beichen, Lin, Runji, Lu, Keming, Yu, Bowen et al. · 2024

    All 9 authors

    Zheng, Chujie, Zhang, Zhenru, Zhang, Beichen, Lin, Runji, Lu, Keming, Yu, Bowen, Liu, Dayiheng, Zhou, Jingren, Lin, Junyang

  2. PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models — published result table ↗

    Song, Mingyang, Su, Zhaochen, Qu, Xiaoye, Zhou, Jiawei, Cheng, Yu · 2025

Names used in source tables

RLHFlow-PRM-Mistral-8B