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RAIL: Rethinking Auditory Intelligence in Large Audio-Language Models with a CHC-Grounded Benchmark

RAIL introduces a CHC-based benchmark evaluating LALMs across five auditory cognitive abilities, revealing highly uneven performance among 26 state-of-the-art models.

Hongyu Jin, Siyi Wang, Yang Xiao, Jiaheng Dong and 9 more

Published 2026 · ▲ 5 on Hugging Face

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5