You can also find my articles on my Google Scholar profile or my DBLP profile. Code links are provided below, see also my GitHub page.

2026

• Chunhua Liu, Kabir Manandhar Shrestha and Sukai Huang (2026). ALIGN: Word Association Learning for Cultural Alignment in Large Language Models. In ACL 2026.
• Simon De Deyne, Sukai Huang, Lea Frermann and Chunhua Liu (2026). Fine-tuned Large Language Models predict human word associations and improve performance across lexical and semantic processing tasks. In CogSci 2026.

2025

• Chaoyi Xiang, Chunhua Liu, Simon De Deyne and Lea Frermann (2025). Comparing Moral Values in Western English-speaking societies and LLMs with Word Associations. In ACL 2025.
• Chunhua Liu, Hong Yi Lin and Patanamon Thongtanunam (2025). Hallucinations in Code Change to Natural Language Generation: Prevalence and Evaluation of Detection Metrics. In IJCNLP-AACL 2025.
• Chunhua Liu, Hong Yi Lin and Patanamon Thongtanunam (2025). Too Noisy To Learn: Enhancing Data Quality for Code Review Comment Generation. In MSR 2025.
• Hong Yi Lin, Chunhua Liu, Haoyu Gao, Patanamon Thongtanunam and Christoph Treude (2025). CodeReviewQA: The Code Review Comprehension Assessment for Large Language Models. In Findings of ACL 2025.
• Hong Yi Lin, Patanamon Thongtanunam, Christoph Treude, Michael Godfrey, Chunhua Liu and Wachiraphan Charoenwet (2025). Leveraging Reviewer Experience in Code Review Comment Generation. In ACM Transactions on Software Engineering and Methodology (TOSEM).
• Luan Nguyen, Chunhua Liu, Hong Yi Lin and Patanamon Thongtanunam (2025). Exploring the Potential of Large Language Models in Fine-Grained Review Comment Classification. In SCAM 2025.

2024

• Simon De Deyne, Chunhua Liu and Lea Frermann (2024). Can GPT-4 Recover Latent Semantic Relational Information from Word Associations? A Detailed Analysis of Agreement with Human-annotated Semantic Ontologies. In CogALex @ LREC-COLING 2024.

2023

• Chunhua Liu, Trevor Cohn and Lea Frermann (2023). Seeking Clozure: Robust Hypernym Extraction from BERT with Anchored Prompts. In *SEM 2023.

2022

• Chunhua Liu, Trevor Cohn, Simon Deyne and Lea Frermann (2022). WAX: A New Dataset for Word Association eXplanations. In Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 1: Long Papers, Online Only, November 20-23, 2022.

2021

• Chunhua Liu, Trevor Cohn and Lea Frermann (2021). Commonsense Knowledge in Word Associations and ConceptNet. In Proceedings of the 25th Conference on Computational Natural Language Learning, CoNLL 2021, Online, November 10-11, 2021.

2020

• Haiou Zhang, Hanjun Zhao, Chunhua Liu and Dong Yu (2020). Task-to-Task Transfer Learning with Parameter-Efficient Adapter. In Natural Language Processing and Chinese Computing - 9th CCF International Conference, NLPCC 2020, Zhengzhou, China, October 14-18, 2020, Proceedings, Part II.

2019

• Yan Zhao, Lu Liu, Chunhua Liu, Ruoyao Yang and Dong Yu (2019). From Plots to Endings: A Reinforced Pointer Generator for Story Ending Generation. In CoRR, Vol abs/1901.03459.
• Chunhua Liu, Yan Zhao, Qingyi Si, Haiou Zhang, Bohan Li and Dong Yu (2019). Multi-Perspective Fusion Network for Commonsense Reading Comprehension. In CoRR, Vol abs/1901.02257.
• Chunhua Liu, Haiou Zhang, Shan Jiang and Dong Yu (2019). DEMN: Distilled-Exposition Enhanced Matching Network for Story Comprehension. In CoRR, Vol abs/1901.02252.
• Ruoyao Yang, Wanying Xie, Chunhua Liu and Dong Yu (2019). BLCU_NLP at SemEval-2019 Task 7: An Inference Chain-based GPT Model for Rumour Evaluation. In Proceedings of the 13th International Workshop on Semantic Evaluation, SemEval@NAACL-HLT 2019, Minneapolis, MN, USA, June 6-7, 2019.
• Wanying Xie, Mengxi Que, Ruoyao Yang, Chunhua Liu and Dong Yu (2019). BLCU_NLP at SemEval-2019 Task 8: A Contextual Knowledge-enhanced GPT Model for Fact Checking. In Proceedings of the 13th International Workshop on Semantic Evaluation, SemEval@NAACL-HLT 2019, Minneapolis, MN, USA, June 6-7, 2019.

2018

• Meiqian Zhao, Chunhua Liu, Lu Liu, Yan Zhao and Dong Yu (2018). BLCU_NLP at SemEval-2018 Task 12: An Ensemble Model for Argument Reasoning Based on Hierarchical Attention. In Proceedings of The 12th International Workshop on Semantic Evaluation, SemEval@NAACL-HLT 2018, New Orleans, Louisiana, USA, June 5-6, 2018.
• Chunhua Liu, Haiou Zhang, Shan Jiang and Dong Yu (2018). DEMN: Distilled-Exposition Enhanced Matching Network for Story Comprehension. In Proceedings of the 32nd Pacific Asia Conference on Language, Information and Computation, PACLIC 2018, Hong Kong, December 1-3, 2018.
• Yan Zhao, Lu Liu, Chunhua Liu, Ruoyao Yang and Dong Yu (2018). From Plots to Endings: A Reinforced Pointer Generator for Story Ending Generation. In Natural Language Processing and Chinese Computing - 7th CCF International Conference, NLPCC 2018, Hohhot, China, August 26-30, 2018, Proceedings, Part I.
• Chunhua Liu, Shan Jiang, Hainan Yu and Dong Yu (2018). Multi-turn Inference Matching Network for Natural Language Inference. In Natural Language Processing and Chinese Computing - 7th CCF International Conference, NLPCC 2018, Hohhot, China, August 26-30, 2018, Proceedings, Part II.
• Shan Jiang, Bohan Li, Chunhua Liu and Dong Yu (2018). Knowledge Augmented Inference Network for Natural Language Inference. In Knowledge Graph and Semantic Computing. Knowledge Computing and Language Understanding - Third China Conference, CCKS 2018, Tianjin, China, August 14-17, 2018, Revised Selected Papers.

2014

• Dong Yu, Cheng Yu, Qing Qu, Gongbo Tang, Chunhua Liu, Yuan Tian and Jing Yi (2014). An Introduction to BLCU Personal Attributes Extraction System. In Proceedings of The Third CIPS-SIGHAN Joint Conference on Chinese Language Processing, Wuhan, China, October 20-21, 2014.