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README.md

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 license: cc-by-4.0
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+# SpeechSense
+
+[![ACM MM 2026](https://img.shields.io/badge/ACM%20MM-2026-blue)](https://2026.acmmm.org/)
+[![arXiv](https://img.shields.io/badge/arXiv-XXXX.XXXXX-b31b1b.svg)](https://arxiv.org/abs/2608.17931)
+
+## 📢 News
+
+- **[2026-07]** 🎉 Our paper has been accepted to **ACM MM 2026** (Dataset Track)!
 
 ## Citation
-This dataset is part of an submission to ACM Multimedia 2026. 
-Citation details will be updated upon acceptance.
+
+If you find this dataset useful, please consider citing our paper:
+
+```bibtex
+@misc{ma2026speechsenseparalinguisticfocuseddatasetfinegrained,
+      title={SpeechSense: A Paralinguistic-Focused Dataset for Fine-Grained Speech Sentiment Analysis}, 
+      author={Shicheng Ma and Wenqian Cui and Irwin King},
+      year={2026},
+      eprint={2608.17931},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2608.17931},
+      note={Accepted to ACM MM 2026}
+}
+```