We study whether multiple LLM agents debating candidate solutions can improve mathematical reasoning. Placeholder abstract — replace with the real one.
@inproceedings{zhang2025multiagent,title={Self-Consistent Multi-Agent Debate Improves Mathematical Reasoning in Large Language Models},author={Zhang, Wei and Li, Na and Chen, Jiawei and Wang, Fang},booktitle={Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL)},year={2025},}
A placeholder abstract about faithful long-context question answering. Replace with the real abstract.
@inproceedings{li2025faithful,title={Towards Faithful Long-Context Question Answering with Retrieval-Aware Alignment},author={Li, Na and Zhao, Yiming and Zhang, Wei and Wang, Fang},booktitle={Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL)},year={2025},}
A placeholder abstract about benchmarking tool use of LLM agents. Replace with the real abstract.
@inproceedings{liu2025tooluse,title={Benchmarking Tool-Use Competence of LLM Agents in Interactive Environments},author={Liu, Xinyu and Chen, Jiawei and Zhang, Wei and Wang, Fang},booktitle={Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP)},year={2025},}
A placeholder abstract about cross-lingual chain-of-thought transfer. Replace with the real abstract.
@inproceedings{chen2024crosslingual,title={Cross-Lingual Transfer of Chain-of-Thought Reasoning in Low-Resource Languages},author={Chen, Jiawei and Liu, Xinyu and Zhang, Wei and Wang, Fang},booktitle={Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP)},year={2024},}
A placeholder abstract about preference optimization for dialogue agents. Replace with the real abstract.
@inproceedings{zhao2024preference,title={Scalable Preference Optimization for Helpful and Harmless Dialogue Agents},author={Zhao, Yiming and Li, Na and Wang, Fang},booktitle={Advances in Neural Information Processing Systems 37 (NeurIPS)},year={2024},}
A placeholder abstract about curriculum learning for multilingual instruction tuning. Replace with the real abstract.
@inproceedings{zhang2024curriculum,title={Adaptive Curriculum Learning for Multilingual Instruction Tuning},author={Zhang, Wei and Liu, Xinyu and Zhao, Yiming and Wang, Fang},booktitle={Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL)},year={2024},}