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PerceptionBench (GPT-6 Luna judge)

Multimodal

PerceptionBench's 3,000 atomic-perception questions with open answers graded by GPT-6 Luna instead of the benchmark's GPT-oss-120B grader, as Liquid AI ran them for its LFM3 comparison. Same items and construct as PerceptionBench, so it is a component of that family rather than independent evidence.

Top models (higher is better)

ModelScore
GPT-5.6 Luna48.8
Gemma 4 12B IT43.5
Qwen3.5-4B39.8
Gemini 3.5 Flash-Lite37.7
LFM3-VL-2B37.1
Qwen3.5-2B29.5
Gemma 4 E2B IT28.2
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