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UoB-UK at SemEval-2016 Task 1: A Flexible and Extendable System for Semantic Text Similarity using Types, Surprise and Phrase Linking., , and . SemEval@NAACL-HLT, page 680-685. The Association for Computer Linguistics, (2016)UoB at SemEval-2021 Task 5: Extending Pre-Trained Language Models to Include Task and Domain-Specific Information for Toxic Span Prediction., and . SemEval@ACL/IJCNLP, page 243-248. Association for Computational Linguistics, (2021)Keeping it simple: Implementation and performance of the proto-principle of adaptation and learning in the language sciences., , , and . CoRR, (2020)Construction Grammar and Language Models., , , and . CoRR, (2023)Faster BERT-based Re-ranking through Candidate Passage Extraction., and . TREC, volume 1266 of NIST Special Publication, National Institute of Standards and Technology (NIST), (2020)Multi-class Hierarchical Question Classification for Multiple Choice Science Exams., , , , , , , and . CoRR, (2019)UoB at SemEval-2020 Task 1: Automatic Identification of Novel Word Senses., and . SemEval@COLING, page 239-245. International Committee for Computational Linguistics, (2020)SemEval-2022 Task 2: Multilingual Idiomaticity Detection and Sentence Embedding., , , , , and . SemEval@NAACL, page 107-121. Association for Computational Linguistics, (2022)Multi-class Hierarchical Question Classification for Multiple Choice Science Exams., , , , , , , and . LREC, page 5370-5382. European Language Resources Association, (2020)Integrating Question Classification and Deep Learning for improved Answer Selection., , and . COLING, page 3283-3294. Association for Computational Linguistics, (2018)