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NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports. (arXiv:2305.03598v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
How can we interpret and retrieve medical evidence to support clinical
decisions? Clinical trial reports (CTR) amassed over the years contain
indispensable information for the development of personalized medicine.
However, it is practically infeasible to manually inspect over 400,000+
clinical trial reports in order to find the best evidence for experimental
treatments. Natural Language Inference (NLI) offers a potential solution to
this problem, by allowing the scalable computation of textual entailment.
However, existing NLI models perform poorly on biomedical corpora, …
arxiv clinical trial decisions development evidence inference information language medical medicine natural natural language personalized reports support