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publications
Better conversations by modeling, filtering, and optimizing for coherence and diversity
Xinnuo Xu, Ondřej Dušek, Ioannis Konstas, Verena Rieser, "Better conversations by modeling, filtering, and optimizing for coherence and diversity," in The Conference on Empirical Methods in Natural Language Processing (EMNLP), Brussels, Belgium, 2018.
Unsupervised Dialogue Spectrum Generation for Log Dialogue Ranking
Xinnuo Xu, Yizhe Zhang, Lars Liden, Sungjin Lee, "Unsupervised Dialogue Spectrum Generation for Log Dialogue Ranking," in The 20th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL, Best paper nominee), Stockholm, Sweden, 2019. https://www.aclweb.org/anthology/W19-5919/
Datasets and Benchmarks for Task-Oriented Log Dialogue Ranking Task
Xinnuo Xu, Yizhe Zhang, Lars Liden, Sungjin Lee, "Datasets and Benchmarks for Task-Oriented Log Dialogue Ranking Task," in The 21st INTERSPEECH, Shanghai, China, 2020.
Fact-based Content Weighting for Evaluating Abstractive Summarisation
Xinnuo Xu, Ondřej Dušek, Jingyi Li, Verena Rieser, Ioannis Konstas, "Fact-based Content Weighting for Evaluating Abstractive Summarisation," in The 58th Annual Meeting of the Association for Computational Linguistics (ACL), Seattle, USA, 2020.
AUGNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation
Xinnuo Xu, Guoyin Wang, Young-Bum Kim, Sungjin Lee, "AUGNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation," in The 59th Annual Meeting of the Association for Computational Linguistics (ACL), Bangkok, Thailand, 2021.
AGGGEN: Ordering and Aggregating while Generating
Xinnuo Xu, Ondřej Dušek, Verena Rieser, Ioannis Konstas, "AGGGEN: Ordering and Aggregating while Generating," in The 59th Annual Meeting of the Association for Computational Linguistics (ACL), Bangkok, Thailand, 2021.
MIRANEWS: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization
Xinnuo Xu, Ondřej Dušek, Shashi Narayan, Verena Rieser, Ioannis Konstas, "MIRANEWS: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization," in Findings of the Conference on Empirical Methods in Natural Language Processing (EMNLP Findings), Punta Cana, Dominican Republic, 2021.
Compositional Generalization for Data-to-Text Generation
Xinnuo Xu, Ivan Titov, Mirella Lapata, "Compositional Generalization for Data-to-Text Generation," in Findings of the Conference on Empirical Methods in Natural Language Processing (EMNLP Findings), Singapore, 2023.
Graph Guided Question Answer Generation for Procedural Question-Answering
Hai X. Pham, Isma Hadji, Xinnuo Xu, Ziedune Degutyte, Jay Rainey, Evangelos Kazakos, Afsaneh Fazly, Georgios Tzimiropoulos, Brais Martinez, "Graph Guided Question Answer Generation for Procedural Question-Answering," in The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL), Malta, 2024.
A Bayesian Approach to Data Point Selection
Xinnuo Xu*, Minyoung Kim*, Royson Lee, Brais Martinez, Timothy Hospedales, "A Bayesian Approach to Data Point Selection," in The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024. (* equal contribution)
Reasoning Elicitation in Language Models via Counterfactual Feedback
Alihan Hüyük, Xinnuo Xu, Jacqueline Maasch, Aditya V. Nori, Javier González, "Reasoning Elicitation in Language Models via Counterfactual Feedback," in The Thirteenth International Conference on Learning Representations (ICLR), Singapore, 2025.
Compositional causal reasoning evaluation in language models
Jacqueline R. M. A. Maasch, Alihan Hüyük, Xinnuo Xu, Aditya V. Nori, Javier Gonzalez, "Compositional causal reasoning evaluation in language models," in The 42nd International Conference on Machine Learning (ICML), Vancouver, Canada, 2025.
RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation
Xinnuo Xu, Rachel Lawrence, Kshitij Dubey, Atharva Pandey, Risa Ueno, Fabian Falck, Aditya V. Nori, Rahul Sharma, Amit Sharma, Javier Gonzalez, "RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation," in The 42nd International Conference on Machine Learning (ICML), Vancouver, Canada, 2025.
Better Think Thrice: Learning to Reason Causally with Double Counterfactual Consistency
Victoria Lin, Xinnuo Xu, Rachel Lawrence, Risa Ueno, Amit Sharma, Javier Gonzalez, Niranjani Prasad, "Better Think Thrice: Learning to Reason Causally with Double Counterfactual Consistency," under review, 2026.
Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed
Xinnuo Xu, Anja Thieme, Ioana Tanase, Rita Faia Marques, Melanie F. Pradier, Camilla Longden, Martin Grayson, Cecily Morrison, "Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed," under review, 2026.