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cs.CL2024
Revisiting Relation Extraction in the era of Large Language Models
Somin Wadhwa, Silvio Amir, Byron C. Wallace
Relation extraction (RE) is the core NLP task of inferring semantic relationships between entities from text. Standard supervised RE techniques entail training modules to tag token…
cs.CL2024
Do Multi-Document Summarization Models Synthesize?
Jay DeYoung, Stephanie C. Martinez, Iain J. Marshall +1
Multi-document summarization entails producing concise synopses of collections of inputs. For some applications, the synopsis should accurately synthesize inputs with respect to a…
cs.CL2024
Retrieving Evidence from EHRs with LLMs: Possibilities and Challenges
Hiba Ahsan, Denis Jered McInerney, Jisoo Kim +4
Unstructured data in Electronic Health Records (EHRs) often contains critical information -- complementary to imaging -- that could inform radiologists' diagnoses. But the large vo…