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cs.CL2026
Return or Revise? Learning When Revision Helps Retrieval-Augmented QA
Nicholas Kashani Motlagh, Tim Anderson, Jeremy Gwinnup +1
We consider the decision of whether to return an existing draft answer or revise it using retrieved evidence, as in answer-revision systems. Draft confidence estimates whether the…
cs.CL2018★ 74 cited
Freezing Subnetworks to Analyze Domain Adaptation in Neural Machine Translation
Brian Thompson, Huda Khayrallah, Antonios Anastasopoulos +7
To better understand the effectiveness of continued training, we analyze the major components of a neural machine translation system (the encoder, decoder, and each embedding space…