| 2026 | ACL | Value of Information: A Framework for Human-Agent Communication. | Yijiang River Dong, Tiancheng Hu, Zheng Hui, Caiqi Zhang, Ivan Vulic, Andreea Bobu, Nigel Collier |
| 2026 | ACL | Privacy-R1: Privacy-Aware Multi-LLM Agent Collaboration via Reinforcement Learning. | Zheng Hui, Yijiang River Dong, Sanhanat Sivapiromrat, Ehsan Shareghi, Nigel Collier |
| 2026 | ACL | Navigating the Alignment-Calibration Trade-off: A Pareto-Superior Frontier via Model Merging. | Tiancheng Hu, Benjamin Minixhofer, Nigel Collier |
| 2026 | ACL | Failure Modes in Multi-Hop QA: The Weakest Link Effect and the Recognition Bottleneck. | Meiru Zhang, Zaiqiao Meng, Nigel Collier |
| 2026 | ACL | Confidence Estimation for LLMs in Multi-turn Interactions. | Caiqi Zhang, Ruihan Yang, Xiaochen Zhu, Chengzu Li, Tiancheng Hu, Yijiang River Dong, Deqing Yang, Nigel Collier |
| 2026 | ACL | LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation. | Caiqi Zhang, Xiaochen Zhu, Chengzu Li, Nigel Collier, Andreas Vlachos |
| 2026 | ACL | Demystifying Multi-Agent Debate: The Role of Confidence and Diversity. | Xiaochen Zhu, Caiqi Zhang, Yizhou Chi, Tom Stafford, Nigel Collier, Andreas Vlachos |
| 2025 | ACL | iNews: A Multimodal Dataset for Modeling Personalized Affective Responses to News. | Tiancheng Hu, Nigel Collier |
| 2025 | ACL | 500xCompressor: Generalized Prompt Compression for Large Language Models. | Zongqian Li, Yixuan Su, Nigel Collier |
| 2025 | ACL | ReasonGraph: Visualization of Reasoning Methods and Extended Inference Paths. | Zongqian Li, Ehsan Shareghi, Nigel Collier |
| 2025 | ACL | LoGU: Long-form Generation with Uncertainty Expressions. | Ruihan Yang, Caiqi Zhang, Zhisong Zhang, Xinting Huang, Sen Yang, Nigel Collier, Dong Yu, Deqing Yang |
| 2025 | ACL | Conformity in Large Language Models. | Xiaochen Zhu, Caiqi Zhang, Tom Stafford, Nigel Collier, Andreas Vlachos |
| 2025 | EMNLP | Time to Revisit Exact Match. | Auss Abbood, Zaiqiao Meng, Nigel Collier |
| 2025 | EMNLP | When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning. | Yijiang River Dong, Tiancheng Hu, Yinhong Liu, Ahmet stn, Nigel Collier |
| 2025 | EMNLP | UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation. | Ruihan Yang, Caiqi Zhang, Zhisong Zhang, Xinting Huang, Dong Yu, Nigel Collier, Deqing Yang |
| 2025 | EMNLP | All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning. | Caiqi Zhang, Chang Shu, Ehsan Shareghi, Nigel Collier |
| 2025 | ICML | Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models. | Yinhong Liu, Zhijiang Guo, Tianya Liang, Ehsan Shareghi, Ivan Vulic, Nigel Collier |
| 2025 | IJCNLP | Atomic Calibration of LLMs in Long-Form Generations. | Caiqi Zhang, Ruihan Yang, Zhisong Zhang, Xinting Huang, Sen Yang, Dong Yu, Nigel Collier |
| 2025 | NAACL | Prompt Compression for Large Language Models: A Survey. | Zongqian Li, Yinhong Liu, Yixuan Su, Nigel Collier |
| 2024 | AAAI | BAND: Biomedical Alert News Dataset. | Zihao Fu, Meiru Zhang, Zaiqiao Meng, Yannan Shen, David L. Buckeridge, Nigel Collier |
| 2024 | ACL | PiVe: Prompting with Iterative Verification Improving Graph-based Generative Capability of LLMs. | Jiuzhou Han, Nigel Collier, Wray L. Buntine, Ehsan Shareghi |
| 2024 | ACL | Quantifying the Persona Effect in LLM Simulations. | Tiancheng Hu, Nigel Collier |
| 2024 | ACL | An Individualized News Affective Response Dataset. | Tiancheng Hu, Nigel Collier |
| 2024 | ACL | TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles. | Yinhong Liu, Yimai Fang, David Vandyke, Nigel Collier |
| 2024 | EMNLP | Can LLM be a Personalized Judge? | Yijiang River Dong, Tiancheng Hu, Nigel Collier |
| 2024 | EMNLP | TopViewRS: Vision-Language Models as Top-View Spatial Reasoners. | Chengzu Li, Caiqi Zhang, Han Zhou, Nigel Collier, Anna Korhonen, Ivan Vulic |
| 2024 | EMNLP | LUQ: Long-text Uncertainty Quantification for LLMs. | Caiqi Zhang, Fangyu Liu, Marco Basaldella, Nigel Collier |
| 2024 | EMNLP | Can We Instruct LLMs to Compensate for Position Bias? | Meiru Zhang, Zaiqiao Meng, Nigel Collier |
| 2024 | EMNLP | Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments. | Han Zhou, Xingchen Wan, Yinhong Liu, Nigel Collier, Ivan Vulic, Anna Korhonen |
| 2024 | NAACL | Unlocking Structure Measuring: Introducing PDD, an Automatic Metric for Positional Discourse Coherence. | Yinhong Liu, Yixuan Su, Ehsan Shareghi, Nigel Collier |
| 2023 | AAAI | On the Effectiveness of Parameter-Efficient Fine-Tuning. | Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier |
| 2023 | ACL | DePlot: One-shot visual language reasoning by plot-to-table translation. | Fangyu Liu, Julian Martin Eisenschlos, Francesco Piccinno, Syrine Krichene, Chenxi Pang, Kenton Lee, Mandar Joshi, Wenhu Chen, Nigel Collier, Yasemin Altun |
| 2023 | ACL | MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering. | Fangyu Liu, Francesco Piccinno, Syrine Krichene, Chenxi Pang, Kenton Lee, Mandar Joshi, Yasemin Altun, Nigel Collier, Julian Martin Eisenschlos |
| 2023 | CogSci | On Reality and the Limits of Language Data: Aligning LLMs with Human Norms. | Nigel Collier, Fangyu Liu, Ehsan Shareghi |
| 2023 | EACL | Probing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders. | Ivan Vulic, Goran Glavas, Fangyu Liu, Nigel Collier, Edoardo Maria Ponti, Anna Korhonen |
| 2023 | EMNLP | Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization. | Zihao Fu, Yixuan Su, Zaiqiao Meng, Nigel Collier |
| 2023 | EMNLP | POSQA: Probe the World Models of LLMs with Size Comparisons. | Chang Shu, Jiuzhou Han, Fangyu Liu, Ehsan Shareghi, Nigel Collier |
| 2022 | ACL | Incorporating Stock Market Signals for Twitter Stance Detection. | Costanza Conforti, Jakob Berndt, Mohammad Taher Pilehvar, Chryssi Giannitsarou, Flavio Toxvaerd, Nigel Collier |
| 2022 | ACL | Improving Word Translation via Two-Stage Contrastive Learning. | Yaoyiran Li, Fangyu Liu, Nigel Collier, Anna Korhonen, Ivan Vulic |
| 2022 | ACL | Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models. | Zaiqiao Meng, Fangyu Liu, Ehsan Shareghi, Yixuan Su, Charlotte Collins, Nigel Collier |
| 2022 | ACL | Prix-LM: Pretraining for Multilingual Knowledge Base Construction. | Wenxuan Zhou, Fangyu Liu, Ivan Vulic, Nigel Collier, Muhao Chen |
| 2022 | IJCNLP | How to tackle an emerging topic? Combining strong and weak labels for Covid news NER. | Aleksander Ficek, Fangyu Liu, Nigel Collier |
| 2022 | IJCNLP | Do ever larger octopi still amplify reporting biases? Evidence from judgments of typical colour. | Fangyu Liu, Julian Martin Eisenschlos, Jeremy R. Cole, Nigel Collier |
| 2022 | NAACL | TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning. | Yixuan Su, Fangyu Liu, Zaiqiao Meng, Tian Lan, Lei Shu, Ehsan Shareghi, Nigel Collier |
| 2021 | AAAI | Visual Pivoting for (Unsupervised) Entity Alignment. | Fangyu Liu, Muhao Chen, Dan Roth, Nigel Collier |
| 2021 | ACL | Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking. | Fangyu Liu, Ivan Vulic, Anna Korhonen, Nigel Collier |
| 2021 | ACL | Dialogue Response Selection with Hierarchical Curriculum Learning. | Yixuan Su, Deng Cai, Qingyu Zhou, Zibo Lin, Simon Baker, Yunbo Cao, Shuming Shi, Nigel Collier, Yan Wang |
| 2021 | ACL | Keep the Primary, Rewrite the Secondary: A Two-Stage Approach for Paraphrase Generation. | Yixuan Su, David Vandyke, Simon Baker, Yan Wang, Nigel Collier |
| 2021 | CoNLL | MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models. | Qianchu Liu, Fangyu Liu, Nigel Collier, Anna Korhonen, Ivan Vulic |
| 2021 | EACL | Adversarial Training for News Stance Detection: Leveraging Signals from a Multi-Genre Corpus. | Costanza Conforti, Jakob Berndt, Marco Basaldella, Mohammad Taher Pilehvar, Chryssi Giannitsarou, Flavio Toxvaerd, Nigel Collier |
| 2021 | EACL | Non-Autoregressive Text Generation with Pre-trained Language Models. | Yixuan Su, Deng Cai, Yan Wang, David Vandyke, Simon Baker, Piji Li, Nigel Collier |
| 2021 | EMNLP | Visually Grounded Reasoning across Languages and Cultures. | Fangyu Liu, Emanuele Bugliarello, Edoardo Maria Ponti, Siva Reddy, Nigel Collier, Desmond Elliott |
| 2021 | EMNLP | Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders. | Fangyu Liu, Ivan Vulic, Anna Korhonen, Nigel Collier |
| 2021 | EMNLP | Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERT. | Zaiqiao Meng, Fangyu Liu, Thomas Hikaru Clark, Ehsan Shareghi, Nigel Collier |
| 2021 | EMNLP | Few-Shot Table-to-Text Generation with Prototype Memory. | Yixuan Su, Zaiqiao Meng, Simon Baker, Nigel Collier |
| 2021 | EMNLP | Plan-then-Generate: Controlled Data-to-Text Generation via Planning. | Yixuan Su, David Vandyke, Sihui Wang, Yimai Fang, Nigel Collier |
| 2021 | NAACL | Self-Alignment Pretraining for Biomedical Entity Representations. | Fangyu Liu, Ehsan Shareghi, Zaiqiao Meng, Marco Basaldella, Nigel Collier |
| 2020 | ACL | Will-They-Won't-They: A Very Large Dataset for Stance Detection on Twitter. | Costanza Conforti, Jakob Berndt, Mohammad Taher Pilehvar, Chryssi Giannitsarou, Flavio Toxvaerd, Nigel Collier |
| 2020 | EMNLP | COMETA: A Corpus for Medical Entity Linking in the Social Media. | Marco Basaldella, Fangyu Liu, Ehsan Shareghi, Nigel Collier |
| 2020 | EMNLP | STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence Retrieval. | Costanza Conforti, Jakob Berndt, Mohammad Taher Pilehvar, Chryssi Giannitsarou, Flavio Toxvaerd, Nigel Collier |
| 2019 | AAAI | Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces. | Victor Prokhorov, Mohammad Taher Pilehvar, Dimitri Kartsaklis, Pietro Li, Nigel Collier |
| 2019 | EMNLP | On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text Generation. | Victor Prokhorov, Ehsan Shareghi, Yingzhen Li, Mohammad Taher Pilehvar, Nigel Collier |
| 2019 | NAACL | A Richer-but-Smarter Shortest Dependency Path with Attentive Augmentation for Relation Extraction. | Duy-Cat Can, Hoang-Quynh Le, Quang-Thuy Ha, Nigel Collier |
| 2019 | NAACL | Generating Knowledge Graph Paths from Textual Definitions using Sequence-to-Sequence Models. | Victor Prokhorov, Mohammad Taher Pilehvar, Nigel Collier |
| 2018 | ACL | Which Melbourne? Augmenting Geocoding with Maps. | Milan Gritta, Mohammad Taher Pilehvar, Nigel Collier |
| 2018 | CIKM | Modeling the Fake News Challenge as a Cross-Level Stance Detection Task. | Costanza Conforti, Mohammad Taher Pilehvar, Nigel Collier |
| 2018 | EMNLP | Towards Automatic Fake News Detection: Cross-Level Stance Detection in News Articles. | Costanza Conforti, Mohammad Taher Pilehvar, Nigel Collier |
| 2018 | EMNLP | Mapping Text to Knowledge Graph Entities using Multi-Sense LSTMs. | Dimitri Kartsaklis, Mohammad Taher Pilehvar, Nigel Collier |
| 2018 | EMNLP | Large-scale Exploration of Neural Relation Classification Architectures. | Hoang-Quynh Le, Duy-Cat Can, Sinh T. Vu, Thanh Hai Dang, Mohammad Taher Pilehvar, Nigel Collier |
| 2018 | EMNLP | Card-660: A Reliable Evaluation Framework for Rare Word Representation Models. | Mohammad Taher Pilehvar, Dimitri Kartsaklis, Victor Prokhorov, Nigel Collier |
| 2017 | ACL | Vancouver Welcomes You! Minimalist Location Metonymy Resolution. | Milan Gritta, Mohammad Taher Pilehvar, Nut Limsopatham, Nigel Collier |
| 2017 | ACL | Towards a Seamless Integration of Word Senses into Downstream NLP Applications. | Mohammad Taher Pilehvar, Jos Camacho-Collados, Roberto Navigli, Nigel Collier |
| 2017 | EACL | Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources. | Mohammad Taher Pilehvar, Nigel Collier |
| 2017 | WSDM | WSDM 2017 Workshop on Mining Online Health Reports: MOHRS 2017. | Nigel Collier, Nut Limsopatham, Aron Culotta, Mike Conway, Ingemar J. Cox, Vasileios Lampos |
| 2016 | ACL | Normalising Medical Concepts in Social Media Texts by Learning Semantic Representation. | Nut Limsopatham, Nigel Collier |
| 2016 | COLING | Learning Orthographic Features in Bi-directional LSTM for Biomedical Named Entity Recognition. | Nut Limsopatham, Nigel Collier |
| 2016 | EMNLP | De-Conflated Semantic Representations. | Mohammad Taher Pilehvar, Nigel Collier |
| 2015 | CIKM | Towards the Semantic Interpretation of Personal Health Messages from Social Media. | Nut Limsopatham, Nigel Collier |
| 2015 | EMNLP | Adapting Phrase-based Machine Translation to Normalise Medical Terms in Social Media Messages. | Nut Limsopatham, Nigel Collier |
| 2014 | EACL | Discriminating Rhetorical Analogies in Social Media. | Christoph Lofi, Christian Nieke, Nigel Collier |
| 2013 | CIKM | A partially supervised cross-collection topic model for cross-domain text classification. | Yang Bao, Nigel Collier, Anindya Datta |
| 2012 | COLING | A Hybrid Approach to Finding Phenotype Candidates in Genetic Texts. | Nigel Collier, Mai-Vu Tran, Hoang-Quynh Le, Anika Oellrich, Ai Kawazoe, Martin Hall-May, Dietrich Rebholz-Schuhmann |
| 2012 | COLING | On-line Trend Analysis with Topic Models: \#twitter Trends Detection Topic Model Online. | Jey Han Lau, Nigel Collier, Timothy Baldwin |
| 2012 | SSPR | Change-Point Detection in Time-Series Data by Relative Density-Ratio Estimation. | Song Liu, Makoto Yamada, Nigel Collier, Masashi Sugiyama |
| 2010 | COLING | An ontology-driven system for detecting global health events. | Nigel Collier, Reiko Matsuda Goodwin, John P. McCrae, Son Doan, Ai Kawazoe, Mike Conway, Asanee Kawtrakul, Koichi Takeuchi, Dinh Dien |
| 2008 | COLING | The Choice of Features for Classification of Verbs in Biomedical Texts. | Anna Korhonen, Yuval Krymolowski, Nigel Collier |
| 2008 | IJCNLP | Global Health Monitor - A Web-based System for Detecting and Mapping Infectious Diseases. | Son Doan, Hung Quoc Ngo, Ai Kawazoe, Nigel Collier |
| 2006 | ACL | Automatic Classification of Verbs in Biomedical Texts. | Anna Korhonen, Yuval Krymolowski, Nigel Collier |
| 2005 | AMIA | Towards Semantic Role Labeling & IE in the Medical Literature. | Yacov Kogan, Nigel Collier, Serguei V. S. Pakhomov, Michael Krauthammer |
| 2005 | DIS | Exploring Predicate-Argument Relations for Named Entity Recognition in the Molecular Biology Domain. | Tuangthong Wattarujeekrit, Nigel Collier |
| 2004 | ACL | Incorporating topic information into semantic analysis models. | Tony Mullen, Nigel Collier |
| 2004 | EMNLP | Sentiment Analysis using Support Vector Machines with Diverse Information Sources. | Tony Mullen, Nigel Collier |
| 2004 | LREC | Annotation of Coreference Relations Among Linguistic Expressions and Images in Biological Articles. | Ai Kawazoe, Asanobu Kitamoto, Nigel Collier |
| 2004 | LREC | An Annotation Scheme for a Rhetorical Analysis of Biology Articles. | Yoko Mizuta, Nigel Collier |
| 2003 | KES | A Framework for Integrating Deep and Shallow Semantic Structures in Text Mining. | Nigel Collier, Koichi Takeuchi, Ai Kawazoe, Tony Mullen, Tuangthong Wattarujeekrit |
| 2002 | CoNLL | Use of Support Vector Machines in Extended Named Entity Recognition. | Koichi Takeuchi, Nigel Collier |
| 2002 | LREC | PIA-Core: Semantic Annotation through Example-based Learning. | Nigel Collier, Koichi Takeuchi |
| 2002 | LREC | Progress on Multi-lingual Named Entity Annotation Guidelines using RDF (S). | Nigel Collier, Koichi Takeuchi, Chikashi Nobata, Junichi Fukumoto, Norihiro Ogata |
| 2000 | COLING | Extracting the Names of Genes and Gene Products with a Hidden Markov Model. | Nigel Collier, Chikashi Nobata, Jun'ichi Tsujii |
| 2000 | COLING | Building an Annotated Corpus in the Molecular-Biology Domain. | Yuka Tateisi, Tomoko Ohta, Nigel Collier, Chikashi Nobata, Jun'ichi Tsujii |
| 1999 | EACL | The GENIA project: corpus-based knowledge acquisition and information extraction from genome research papers. | Nigel Collier, Hyun Seok Park, Norihiro Ogata, Yuka Tateishi, Chikashi Nobata, Tomoko Ohta, Tateshi Sekimizu, Hisao Imai, Katsutoshi Ibushi, Jun'ichi Tsujii |
| 1999 | SIGIR | A Comparison of Query Translation Methods for English-Japanese Cross-Language Information Retrieval (poster abstract). | Gareth J. F. Jones, Tetsuya Sakai, Nigel Collier, Akira Kumano, Kazuo Sumita |
| 1998 | ACL | Machine Translation versus Dictionary Term Translation - A Comparison for English-Japanese News Article Alignment. | Nigel Collier, Hideki Hirakawa, Akira Kumano |
| 1998 | ACL | An Experiment in Hybrid Dictionary and Statistical Sentence Alignment. | Nigel Collier, Kenji Ono, Hideki Hirakawa |
| 1997 | IJCAI | Convergence Time Characteristics of an Associative Memory for Natural Language Processing. | Nigel Collier |