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cs.CL2023
Citations as Queries: Source Attribution Using Language Models as Rerankers
Ryan Muther, David Smith
This paper explores new methods for locating the sources used to write a text, by fine-tuning a variety of language models to rerank candidate sources. After retrieving candidates…
cs.CL2022
The Fellowship of the Authors: Disambiguating Names from Social Network Context
Ryan Muther, David Smith
Most NLP approaches to entity linking and coreference resolution focus on retrieving similar mentions using sparse or dense text representations. The common "Wikification" task, fo…
cs.CL2022
Tradeoffs in Resampling and Filtering for Imbalanced Classification
Ryan Muther, David Smith
Imbalanced classification problems are extremely common in natural language processing and are solved using a variety of resampling and filtering techniques, which often involve ma…