DeepReviewer-14B: benchmark results

Provider: Other.

Aggregate Rating 1615 ± 43, rank #886 of 10916 rated models, from 28 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
Beyond Rating - Rating MAE0.85Mean absolute error between the review's overall rating and 100
Beyond Rating - Strength Recall61Strength Max-Recall (from 0-1, times 100): share of a single100
CoCoReviewBench - Thoroughness0.28Category-level thoroughness score (how completely the commen88.2
CoCoReviewBench - Verifiability0.41Category-level verifiability score (whether a claim can be c88.2
Beyond Rating - Weakness Focus Divergence0.07KL divergence of the distribution of the generated reviews' 85.7
CoCoReviewBench0.2Average category-level review score (the mean of correctness76.5
CoCoReviewBench - Category Completeness81.98Category completeness (%): the average number of review cate76.5
CoCoReviewBench - Paper Level0.36Paper-level review score (the same judge prompt applied once70.6
CoCoReviewBench - Grounding0.41Category-level grounding score (how explicitly a comment poi64.7
NovGauge - Pairwise Novelty - Method Verified F19.7Verified F1 (%)64.7
NovGauge - Pairwise Novelty - Problem F173.1F1 (%)64.7
NovBench - Correctness0.64Correctness (DistAcc, 0-1): one minus half the L1 distance b58.8

Interactive version: theaggregate.ai/model?slug=deepreviewer-14b · How It Works · Data refreshed daily, snapshot 2026-11-08.