Perception-LM-8B: benchmark results

Provider: Other.

Aggregate Rating 1605 ± 47, rank #963 of 10916 rated models, from 17 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
MoHallBench - Action-Action Hallucination34.8Q-PairAcc (%; share of adversarial pairs in which the model 100
MoHallBench - Object-Action Hallucination36.8Q-PairAcc (%; share of adversarial pairs in which the model 100
MoHallBench - Scene-Action Hallucination63.1Q-PairAcc (%; share of adversarial pairs in which the model 100
MoHallBench - Scene-Action Hallucination (Multiple Choice)83.5Multiple-choice accuracy (%; four-option multiple choice (gr100
MoHallBench - Action-Action Hallucination (Multiple Choice)80.8Multiple-choice accuracy (%; four-option multiple choice (gr94.4
Flat-Pack Bench - Part Tracking44.75Track: recover the correspondence of shuffled part IDs betwe93.1
MoHallBench - Semantic Similarity Hallucination38.1Q-PairAcc (%; share of adversarial pairs in which the model 88.9
MoHallBench - Semantic Similarity Hallucination (Multiple Choice)84.8Multiple-choice accuracy (%; four-option multiple choice (gr88.9
MoHallBench - Sequential Inference Hallucination22.3Q-PairAcc (%; share of adversarial pairs in which the model 88.9
MoHallBench - Visual Similarity Hallucination34.5Q-PairAcc (%; share of adversarial pairs in which the model 88.9
MoHallBench - Object-Action Hallucination (Multiple Choice)73.6Multiple-choice accuracy (%; four-option multiple choice (gr77.8
MoHallBench - Sequential Inference Hallucination Rate (Generative)53.7Hallucination rate (%; share of free-form descriptions of tr55.6

Interactive version: theaggregate.ai/model?slug=perception-lm-8b · How It Works · Data refreshed daily, snapshot 2026-11-08.