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bias evaluation 1coding tasks 1decision making 1fairness 1large language models 1

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most citedFairCoder: Probing LLM Bias in High-Stakes Decision Making via Coding Tasks

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cs.AI2026

CARV: A Diagnostic Benchmark for Compositional Analogical Reasoning in Multimodal LLMs

Yongkang Du, Xiaohan Zou, Minhao Cheng +1

Analogical reasoning tests a fundamental aspect of human cognition: mapping the relation from one pair of objects to another. Existing evaluations of this ability in multimodal lar…