CycleReviewer-70B: benchmark results

Provider: Other.

Aggregate Rating 1530 ± 48, rank #1952 of 10916 rated models, from 22 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
CoCoReviewBench - Clarity0.48Category-level clarity score (coherence, readability and str100
NovBench - Coverage0.22Coverage (0-1): the share of the consolidated human novelty 88.2
Beyond Rating - Weakness Focus Divergence0.09KL divergence of the distribution of the generated reviews' 71.4
NovBench - Relevance3.46Relevance (AvgIMS, 0-5; the paper states a 1-5 scale but pri66.7
NovBench (Few-Shot) - Correctness0.65Correctness (DistAcc, 0-1): one minus half the L1 distance b58.8
NovBench (Few-Shot) - Coverage0.22Coverage (0-1): the share of the consolidated human novelty 58.8
NovBench - Correctness0.63Correctness (DistAcc, 0-1): one minus half the L1 distance b52.9
NovBench (Few-Shot) - Relevance3.34Relevance (AvgIMS, 0-5; the paper states a 1-5 scale but pri50
CoCoReviewBench - Correctness-0.15Category-level correctness score (agreement of each review c47.1
CoCoReviewBench-0.16Average category-level review score (the mean of correctness41.2
CoCoReviewBench - Paper Level-0.35Paper-level review score (the same judge prompt applied once41.2
NovBench (RAG) - Coverage0.15Coverage (0-1): the share of the consolidated human novelty 41.2

Interactive version: theaggregate.ai/model?slug=cyclereviewer-70b · How It Works · Data refreshed daily, snapshot 2026-11-08.