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SuMe: A Dataset Towards Summarizing Biomedical Mechanisms. (arXiv:2205.04652v1 [cs.CL])
Web: http://arxiv.org/abs/2205.04652
May 11, 2022, 1:11 a.m. | Mohaddeseh Bastan, Nishant Shankar, Mihai Surdeanu, Niranjan Balasubramanian
cs.LG updates on arXiv.org arxiv.org
Can language models read biomedical texts and explain the biomedical
mechanisms discussed? In this work we introduce a biomedical mechanism
summarization task. Biomedical studies often investigate the mechanisms behind
how one entity (e.g., a protein or a chemical) affects another in a biological
context. The abstracts of these publications often include a focused set of
sentences that present relevant supporting statements regarding such
relationships, associated experimental evidence, and a concluding sentence that
summarizes the mechanism underlying the relationship. We leverage …
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