Update README.md

README.md

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 # Audio-Reasoner
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-    <img controls src="https://github.com/xzf-thu/Audio-Reasoner/blob/main/assets/title.png" title="v" width="80%"/>
-</p>
 
-## Abstract
 We implemented inference scaling on **Audio-Reasoner**, a large audio language model, enabling **deepthink** and **structured chain-of-thought (COT) reasoning** for multimodal understanding and reasoning. To achieve this, we constructed CoTA, a high-quality dataset with **1.2M reasoning-rich samples** using structured COT techniques. Audio-Reasoner achieves state-of-the-art results on **MMAU-mini(+25.42%)** and **AIR-Bench-Chat(+14.57%)** benchmarks.
 
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 ## Main Results
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-    <img src="assets\main_result.png" width="80%"/>
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 ## News and Updates
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 **2. Why is transformers installed after 'ms-swift' in the environment configuration?**
 The version of transformers has a significant impact on the performance of the model. We have tested that version `transformers==4.49.1` is one of the suitable versions. Installing ms-swift first may ensure a more stable environment for the subsequent installation of transformers to avoid potential version conflicts that could affect the model's performance.
 
-## More Cases
-<p align="center">
-    <img src="assets\figure2-samples.png" width="90%"/>
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 ##  Contact 
 
 If you have any questions, please feel free to contact us via `zhifei001@e.ntu.edu.sg`.