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  [![Paper](https://img.shields.io/badge/arxiv-%20PDF-red)](https://arxiv.org/pdf/2506.04779)
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  ## Overview of MMSU:
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  MMSU (Massive Multi-task Spoken Language Understanding and Reasoning Benchmark) is a comprehensive benchmark for evaluating fine-grained spoken language understanding and reasoning in multimodal models.
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  The benchmark covers 47 sub-tasks spanning perception and reasoning across phonetics, prosody, semantics, sociolinguistics, and rhetoric. It contains 5,000 carefully constructed audio-question-answer pairs, with speech collected from diverse authentic recordings.
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  ## Citation
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  ```
 
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  [![Paper](https://img.shields.io/badge/arxiv-%20PDF-red)](https://arxiv.org/pdf/2506.04779)
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+ ![Pipeline](intro.png)
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  ## Overview of MMSU:
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  MMSU (Massive Multi-task Spoken Language Understanding and Reasoning Benchmark) is a comprehensive benchmark for evaluating fine-grained spoken language understanding and reasoning in multimodal models.
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  The benchmark covers 47 sub-tasks spanning perception and reasoning across phonetics, prosody, semantics, sociolinguistics, and rhetoric. It contains 5,000 carefully constructed audio-question-answer pairs, with speech collected from diverse authentic recordings.
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+ ![Pipeline](benchmark.png)
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  ## Citation
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  ```