| 2025 | ACL | Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey. | Ivan Vegner, Sydelle de Souza, Valentin Forch, Martha Lewis, Leonidas A. A. Doumas |
| 2025 | EMNLP | Quantifying Compositionality of Classic and State-of-the-Art Embeddings. | Zhijin Guo, Chenhao Xue, Zhaozhen Xu, Hongbo Bo, Yuxuan Ye, Janet B. Pierrehumbert, Martha Lewis |
| 2024 | ACL | Metaphor Understanding Challenge Dataset for LLMs. | Xiaoyu Tong, Rochelle Choenni, Martha Lewis, Ekaterina Shutova |
| 2024 | CogSci | Using Counterfactual Tasks to Evaluate the Generality of Analogical Reasoning in Large Language Models. | Martha Lewis, Melanie Mitchell |
| 2024 | EACL | Does CLIP Bind Concepts? Probing Compositionality in Large Image Models. | Martha Lewis, Nihal V. Nayak, Peilin Yu, Jack Merullo, Qinan Yu, Stephen H. Bach, Ellie Pavlick |
| 2021 | NAACL | Recent advances in neural metaphor processing: A linguistic, cognitive and social perspective. | Xiaoyu Tong, Ekaterina Shutova, Martha Lewis |
| 2020 | CoNLL | Modelling Lexical Ambiguity with Density Matrices. | Francois Meyer, Martha Lewis |
| 2019 | EMNLP | Modelling the interplay of metaphor and emotion through multitask learning. | Verna Dankers, Marek Rei, Martha Lewis, Ekaterina Shutova |
| 2019 | RANLP | Compositional Hyponymy with Positive Operators. | Martha Lewis |
| 2017 | WoLLIC | Generalized Relations in Linguistics and Cognition. | Bob Coecke, Fabrizio Genovese, Martha Lewis, Dan Marsden |