Publication

2026

1. ICLR

   CARD: Towards Conditional Design of Multi-agent Topological Structures

   Tongtong Wu, Yanming Li, Ziye Tang, Chen Jiang, Linhao Luo, Guilin Qi, and 2 more authors

   In Proceedings of ICLR, 2026

   Bib PDF Code

   @inproceedings{wu2026card,
     title = {{CARD}: Towards Conditional Design of Multi-agent Topological Structures},
     author = {Wu, Tongtong and Li, Yanming and Tang, Ziye and Jiang, Chen and Luo, Linhao and Qi, Guilin and Pan, Shirui and Haffari, Gholamreza},
     booktitle = {Proceedings of ICLR},
     year = {2026},
   }

2. ICSE

   Environment-Aware Code Generation: How far are We?

   Tongtong Wu, Rongyi Chen, Wenjie Du, Suyu Ma, Guilin Qi, Zhenchang Xing, and 3 more authors

   In Proceedings of ICSE, 2026

   Bib PDF Code

   @inproceedings{wu2026environment,
     title = {Environment-Aware Code Generation: How far are We?},
     author = {Wu, Tongtong and Chen, Rongyi and Du, Wenjie and Ma, Suyu and Qi, Guilin and Xing, Zhenchang and Khadivi, Shahram and Periyathambi, Ramesh and Haffari, Gholamreza},
     booktitle = {Proceedings of ICSE},
     year = {2026},
   }

3. PR

   Lifelong Scene Graph Generation

   Tao He, Xin Hu, Tongtong Wu, Dongyang Zhang, Ming Li, Yuan-Fang Li, and 1 more author

   Pattern Recognition, 2026

   Bib PDF Code

   @article{he2026lifelong,
     title = {Lifelong Scene Graph Generation},
     author = {He, Tao and Hu, Xin and Wu, Tongtong and Zhang, Dongyang and Li, Ming and Li, Yuan-Fang and Yu, Fei Richard},
     journal = {Pattern Recognition},
     pages = {113132},
     year = {2026},
   }

4. AAAI

   TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws

   Nan Hu, Yike Wu, Jiaye Li, Huikang Hu, Guilin Qi, Songlin Zhai, and 5 more authors

   In Proceedings of AAAI, 2026

   Bib PDF Code

   @inproceedings{hu2025taxreasoning,
     title = {TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws},
     author = {Hu, Nan and Wu, Yike and Li, Jiaye and Hu, Huikang and Qi, Guilin and Zhai, Songlin and Chen, Yingrui and Wu, Tianxing and Wu, Tongtong and Chen, Jiaoyan and others},
     booktitle = {Proceedings of AAAI},
     year = {2026},
   }

2025

1. NeurIPS

   K-DeCore: Facilitating Knowledge Transfer in Continual Structured Knowledge Reasoning via Knowledge Decoupling

   Yongrui Chen, Yi Huang, Yunchang Liu, Shenyu Zhang, Junhao He, Tongtong Wu, and 2 more authors

   In The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025

   Bib PDF Code

   @inproceedings{chen2025kdecore,
     title = {K-DeCore: Facilitating Knowledge Transfer in Continual Structured Knowledge Reasoning via Knowledge Decoupling},
     author = {Chen, Yongrui and Huang, Yi and Liu, Yunchang and Zhang, Shenyu and He, Junhao and Wu, Tongtong and Qi, Guilin and Wu, Tianxing},
     booktitle = {The Thirty-ninth Annual Conference on Neural Information Processing Systems},
     year = {2025},
   }

2. NeurIPS

   When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners

   Weixiang Zhao, Jiahe Guo, Yang Deng, Tongtong Wu, Wenxuan Zhang, Yulin Hu, and 6 more authors

   In The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025

   Bib PDF Code

   @inproceedings{zhao2025when,
     title = {When Less Language is More: Language-Reasoning Disentanglement Makes {LLM}s Better Multilingual Reasoners},
     author = {Zhao, Weixiang and Guo, Jiahe and Deng, Yang and Wu, Tongtong and Zhang, Wenxuan and Hu, Yulin and Sui, Xingyu and Zhao, Yanyan and Che, Wanxiang and Qin, Bing and Chua, Tat-Seng and Liu, Ting},
     booktitle = {The Thirty-ninth Annual Conference on Neural Information Processing Systems},
     year = {2025},
   }

3. ACL

   Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs

   Nan Hu, Jiaoyan Chen, Yike Wu, Guilin Qi, Hongru Wang, Sheng Bi, and 3 more authors

   In Proceedings of ACL, 2025

   Bib PDF Code

   @inproceedings{hu-etal-2025-llms,
     title = {Can {LLM}s Evaluate Complex Attribution in {QA}? Automatic Benchmarking using Knowledge Graphs},
     author = {Hu, Nan and Chen, Jiaoyan and Wu, Yike and Qi, Guilin and Wang, Hongru and Bi, Sheng and Chen, Yongrui and Wu, Tongtong and Pan, Jeff Z.},
     booktitle = {Proceedings of ACL},
     year = {2025},
   }

4. ACL

   MPO: Multilingual Safety Alignment via Reward Gap Optimization

   Weixiang Zhao, Yulin Hu, Yang Deng, Tongtong Wu, Wenxuan Zhang, Jiahe Guo, and 5 more authors

   In Proceedings of ACL, 2025

   Bib PDF Code

   @inproceedings{zhao-etal-2025-mpo,
     title = {{MPO}: Multilingual Safety Alignment via Reward Gap Optimization},
     author = {Zhao, Weixiang and Hu, Yulin and Deng, Yang and Wu, Tongtong and Zhang, Wenxuan and Guo, Jiahe and Zhang, An and Zhao, Yanyan and Qin, Bing and Chua, Tat-Seng and Liu, Ting},
     booktitle = {Proceedings of ACL},
     year = {2025},
   }

5. Interspeech

   Continual Speech Learning with Fused Speech Features

   Guitao Wang, Jinming Zhao, Hao Yang, Guilin Qi, Tongtong Wu, and Gholamreza Haffari

   In Proceedings of Interspeech, 2025

   Bib PDF Code

   @inproceedings{wang2025continual,
     title = {Continual Speech Learning with Fused Speech Features},
     author = {Wang, Guitao and Zhao, Jinming and Yang, Hao and Qi, Guilin and Wu, Tongtong and Haffari, Gholamreza},
     booktitle = {Proceedings of Interspeech},
     pages = {1793--1797},
     year = {2025},
   }

6. KBS

   Large Language Models Can Better Understand Knowledge Graphs Than We Thought

   Xinbang Dai, Yuncheng Hua, Tongtong Wu, Yang Sheng, Qiu Ji, and Guilin Qi

   Knowl. Based Syst., 2025

   Bib PDF

   @article{DaiHWSJQ25,
     author = {Dai, Xinbang and Hua, Yuncheng and Wu, Tongtong and Sheng, Yang and Ji, Qiu and Qi, Guilin},
     title = {Large Language Models Can Better Understand Knowledge Graphs Than
                       We Thought},
     journal = {Knowl. Based Syst.},
     volume = {312},
     pages = {113060},
     year = {2025},
   }

7. DASFAA

   Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs

   Yu Li, Yi Huang, Guilin Qi, Junlan Feng, Nan Hu, Songlin Zhai, and 4 more authors

   In Preceedings of DASFAA, 2025

   Bib PDF

   @inproceedings{abs-2501-15791,
     author = {Li, Yu and Huang, Yi and Qi, Guilin and Feng, Junlan and Hu, Nan and Zhai, Songlin and Xue, Haohan and Chen, Yongrui and Shen, Ruoyan and Wu, Tongtong},
     title = {Harnessing Diverse Perspectives: {A} Multi-Agent Framework for Enhanced
                       Error Detection in Knowledge Graphs},
     booktitle = {Preceedings of DASFAA},
     year = {2025},
   }

8. TMLR

   Towards LifeSpan Cognitive Systems

   Yu Wang, Chi Han, Tongtong Wu, Xiaoxin He, Wangchunshu Zhou, Nafis Sadeq, and 6 more authors

   TMLR, 2025

   Bib PDF

   @article{abs-2409-13265,
     author = {Wang, Yu and Han, Chi and Wu, Tongtong and He, Xiaoxin and Zhou, Wangchunshu and Sadeq, Nafis and Chen, Xiusi and He, Zexue and Wang, Wei and Haffari, Gholamreza and Ji, Heng and McAuley, Julian J.},
     title = {Towards LifeSpan Cognitive Systems},
     journal = {TMLR},
     year = {2025},
   }

2024

1. arXiv

   Lens: Rethinking Multilingual Enhancement for Large Language Models

   Weixiang Zhao, Yulin Hu, Jiahe Guo, Xingyu Sui, Tongtong Wu, Yang Deng, and 4 more authors

   CoRR, 2024

   Bib PDF

   @article{abs-2410-04407,
     author = {Zhao, Weixiang and Hu, Yulin and Guo, Jiahe and Sui, Xingyu and Wu, Tongtong and Deng, Yang and Zhao, Yanyan and Qin, Bing and Che, Wanxiang and Liu, Ting},
     title = {Lens: Rethinking Multilingual Enhancement for Large Language Models},
     journal = {CoRR},
     volume = {abs/2410.04407},
     year = {2024},
   }

2. arXiv

   VersiCode: Towards Version-controllable Code Generation

   Tongtong Wu, Weigang Wu, Xingyu Wang, Kang Xu, Suyu Ma, Bo Jiang, and 4 more authors

   CoRR, 2024

   Bib PDF Code Website

   @article{abs-2406-07411,
     author = {Wu, Tongtong and Wu, Weigang and Wang, Xingyu and Xu, Kang and Ma, Suyu and Jiang, Bo and Yang, Ping and Xing, Zhenchang and Li, Yuan{-}Fang and Haffari, Gholamreza},
     title = {VersiCode: Towards Version-controllable Code Generation},
     journal = {CoRR},
     volume = {abs/2406.07411},
     year = {2024},
   }

3. arXiv

   Continual Learning for Large Language Models: A Survey

   Tongtong Wu, Linhao Luo, Yuan-Fang Li, Shirui Pan, Thuy-Trang Vu, and Gholamreza Haffari

   CoRR, 2024

   Bib PDF

   @article{abs-2402-01364,
     author = {Wu, Tongtong and Luo, Linhao and Li, Yuan{-}Fang and Pan, Shirui and Vu, Thuy{-}Trang and Haffari, Gholamreza},
     title = {Continual Learning for Large Language Models: {A} Survey},
     journal = {CoRR},
     volume = {abs/2402.01364},
     year = {2024},
   }

4. arXiv

   Towards Event Extraction from Speech with Contextual Clues

   Jingqi Kang, Tongtong Wu, Jinming Zhao, Guitao Wang, Guilin Qi, Yuan-Fang Li, and 1 more author

   CoRR, 2024

   Bib PDF

   @article{abs-2401-15385,
     author = {Kang, Jingqi and Wu, Tongtong and Zhao, Jinming and Wang, Guitao and Qi, Guilin and Li, Yuan{-}Fang and Haffari, Gholamreza},
     title = {Towards Event Extraction from Speech with Contextual Clues},
     journal = {CoRR},
     volume = {abs/2401.15385},
     year = {2024},
   }

5. IJCAI

   Continual Multimodal Knowledge Graph Construction

   Xiang Chen, Jingtian Zhang, Xiaohan Wang, Ningyu Zhang, Tongtong Wu, Yuxiang Wang, and 2 more authors

   In Proceedings of IJCAI, 2024

   Bib PDF

   @inproceedings{0016ZW0WWWC24,
     author = {Chen, Xiang and Zhang, Jingtian and Wang, Xiaohan and Zhang, Ningyu and Wu, Tongtong and Wang, Yuxiang and Wang, Yongheng and Chen, Huajun},
     title = {Continual Multimodal Knowledge Graph Construction},
     booktitle = {Proceedings of IJCAI},
     pages = {6225--6233},
     year = {2024},
   }

2023

1. WWWJ

   KC-GEE: knowledge-based conditioning for generative event extraction

   Tongtong Wu, Fatemeh Shiri, Jingqi Kang, Guilin Qi, Gholamreza Haffari, and Yuan-Fang Li

   World Wide Web (WWWJ), 2023

   Bib PDF

   @article{WuSKQHL23,
     author = {Wu, Tongtong and Shiri, Fatemeh and Kang, Jingqi and Qi, Guilin and Haffari, Gholamreza and Li, Yuan{-}Fang},
     title = {{KC-GEE:} knowledge-based conditioning for generative event extraction},
     journal = {World Wide Web {(WWWJ)}},
     volume = {26},
     number = {6},
     pages = {3983--3999},
     year = {2023},
   }

2. ACL Findings

   NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm Discovery

   Farhad Moghimifar, Shilin Qu, Tongtong Wu, Yuan-Fang Li, and Gholamreza Haffari

   In Findings of ACL, 2023

   Bib PDF

   @inproceedings{MoghimifarQWLH23,
     author = {Moghimifar, Farhad and Qu, Shilin and Wu, Tongtong and Li, Yuan{-}Fang and Haffari, Gholamreza},
     title = {NormMark: {A} Weakly Supervised Markov Model for Socio-cultural Norm
                       Discovery},
     booktitle = {Findings of ACL},
     pages = {5081--5089},
     year = {2023},
   }

3. AAAI

   Learn from Yesterday: A Semi-supervised Continual Learning Method for Supervision-Limited Text-to-SQL Task Streams

   Yongrui Chen, Xinnan Guo, Tongtong Wu, Guilin Qi, Yang Li, and Yang Dong

   In Proceedings of AAAI, 2023

   Bib PDF

   @inproceedings{0002GWQLD23,
     author = {Chen, Yongrui and Guo, Xinnan and Wu, Tongtong and Qi, Guilin and Li, Yang and Dong, Yang},
     title = {Learn from Yesterday: {A} Semi-supervised Continual Learning Method
                       for Supervision-Limited Text-to-SQL Task Streams},
     booktitle = {Proceedings of AAAI},
     pages = {12682--12690},
     year = {2023},
   }

2022

1. COLING

   Event Causality Identification via Derivative Prompt Joint Learning

   Shirong Shen, Heng Zhou, Tongtong Wu, and Guilin Qi

   In Proceedings of COLING, 2022

   Bib PDF

   @inproceedings{ShenZWQ22,
     author = {Shen, Shirong and Zhou, Heng and Wu, Tongtong and Qi, Guilin},
     title = {Event Causality Identification via Derivative Prompt Joint Learning},
     booktitle = {Proceedings of COLING},
     pages = {2288--2299},
     year = {2022},
   }

2. EMNLP

   Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation

   Zhuang Li, Lizhen Qu, Qiongkai Xu, Tongtong Wu, Tianyang Zhan, and Gholamreza Haffari

   In Proceedings of EMNLP, 2022

   Bib PDF

   @inproceedings{LiQXWZH22,
     author = {Li, Zhuang and Qu, Lizhen and Xu, Qiongkai and Wu, Tongtong and Zhan, Tianyang and Haffari, Gholamreza},
     title = {Variational Autoencoder with Disentanglement Priors for Low-Resource
                       Task-Specific Natural Language Generation},
     booktitle = {Proceedings of EMNLP},
     pages = {10335--10356},
     year = {2022},
   }

3. EMNLP

   Towards relation extraction from speech

   Tongtong Wu, Guitao Wang, Jinming Zhao, Zhaoran Liu, Guilin Qi, Yuan-Fang Li, and 1 more author

   In Proceedings of EMNLP, 2022

   Bib PDF Code

   @inproceedings{WuWZLQLH22,
     author = {Wu, Tongtong and Wang, Guitao and Zhao, Jinming and Liu, Zhaoran and Qi, Guilin and Li, Yuan{-}Fang and Haffari, Gholamreza},
     title = {Towards relation extraction from speech},
     booktitle = {Proceedings of EMNLP},
     pages = {10751--10762},
     year = {2022},
   }

4. ICLR

   Pretrained Language Model in Continual Learning: A Comparative Study

   Tongtong Wu, Massimo Caccia, Zhuang Li, Yuan-Fang Li, Guilin Qi, and Gholamreza Haffari

   In Preceedings of ICLR, 2022

   Bib PDF Code

   @inproceedings{WuCLLQH22,
     author = {Wu, Tongtong and Caccia, Massimo and Li, Zhuang and Li, Yuan{-}Fang and Qi, Guilin and Haffari, Gholamreza},
     title = {Pretrained Language Model in Continual Learning: {A} Comparative Study},
     booktitle = {Preceedings of ICLR},
     year = {2022},
   }

2021

1. ACL Findings

   Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection

   Shirong Shen, Tongtong Wu, Guilin Qi, Yuan-Fang Li, Gholamreza Haffari, and Sheng Bi

   In Findings of ACL, 2021

   Bib PDF

   @inproceedings{ShenWQLHB21,
     author = {Shen, Shirong and Wu, Tongtong and Qi, Guilin and Li, Yuan{-}Fang and Haffari, Gholamreza and Bi, Sheng},
     title = {Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event
                       Detection},
     booktitle = {Findings of ACL},
     pages = {2417--2429},
     publisher = {Association for Computational Linguistics},
     year = {2021},
   }

2. AAAI

   Curriculum-Meta Learning for Order-Robust Continual Relation Extraction

   Tongtong Wu, Xuekai Li, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, Yujin Zhu, and 1 more author

   In Proceedings of AAAI, 2021

   Bib PDF Code

   @inproceedings{WuLLHQZX21,
     author = {Wu, Tongtong and Li, Xuekai and Li, Yuan{-}Fang and Haffari, Gholamreza and Qi, Guilin and Zhu, Yujin and Xu, Guoqiang},
     title = {Curriculum-Meta Learning for Order-Robust Continual Relation Extraction},
     booktitle = {Proceedings of AAAI},
     pages = {10363--10369},
     year = {2021},
   }

2020

1. ECAI

   A Hash Learning Framework for Search-Oriented Knowledge Graph Embedding

   Meng Wang, Tongtong Wu, and Guilin Qi

   In Proceedings of ECAI, 2020

   Bib PDF

   @inproceedings{WangWQ20,
     author = {Wang, Meng and Wu, Tongtong and Qi, Guilin},
     title = {A Hash Learning Framework for Search-Oriented Knowledge Graph Embedding},
     booktitle = {Proceedings of ECAI},
     volume = {325},
     pages = {921--928},
     year = {2020},
   }

2. EMNLP

   Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning

   Yuncheng Hua, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, and Tongtong Wu

   In Proceedings of EMNLP, 2020

   Bib PDF

   @inproceedings{HuaLHQW20,
     author = {Hua, Yuncheng and Li, Yuan{-}Fang and Haffari, Gholamreza and Qi, Guilin and Wu, Tongtong},
     title = {Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement
                       Learning},
     booktitle = {Proceedings of EMNLP},
     pages = {5827--5837},
     publisher = {Association for Computational Linguistics},
     year = {2020},
   }

2019

1. PRICAI

   Zero-Shot Slot Filling via Latent Question Representation and Reading Comprehension

   Tongtong Wu, Meng Wang, Huan Gao, Guilin Qi, and Weizhuo Li

   In Proceedings of PRICAI, 2019

   Bib PDF

   @inproceedings{WuWGQL19,
     author = {Wu, Tongtong and Wang, Meng and Gao, Huan and Qi, Guilin and Li, Weizhuo},
     title = {Zero-Shot Slot Filling via Latent Question Representation and Reading
                       Comprehension},
     booktitle = {Proceedings of PRICAI},
     volume = {11672},
     pages = {123--136},
     publisher = {Springer},
     year = {2019},
   }