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20212023
most citedIn Situ Answer Sentence Selection at Web-scale

4 citations · 4 across the 5 of their papers we have counts for

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cs.CL2023

Question-Context Alignment and Answer-Context Dependencies for Effective Answer Sentence Selection

Minh Van Nguyen, Kishan KC, Toan Nguyen +3

Answer sentence selection (AS2) in open-domain question answering finds answer for a question by ranking candidate sentences extracted from web documents. Recent work exploits answ…

cs.CL2022

DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection

Nic Jedema, Thuy Vu, Manish Gupta +1

While transformers demonstrate impressive performance on many knowledge intensive (KI) tasks, their ability to serve as implicit knowledge bases (KBs) remains limited, as shown on…

cs.CL20224 cited

In Situ Answer Sentence Selection at Web-scale

Zeyu Zhang, Thuy Vu, Alessandro Moschitti

Current answer sentence selection (AS2) applied in open-domain question answering (ODQA) selects answers by ranking a large set of possible candidates, i.e., sentences, extracted f…

cs.CL2022

Double Retrieval and Ranking for Accurate Question Answering

Zeyu Zhang, Thuy Vu, Alessandro Moschitti

Recent work has shown that an answer verification step introduced in Transformer-based answer selection models can significantly improve the state of the art in Question Answering.…

cs.CL2021

Reference-based Weak Supervision for Answer Sentence Selection using Web Data

Vivek Krishnamurthy, Thuy Vu, Alessandro Moschitti

Answer sentence selection (AS2) modeling requires annotated data, i.e., hand-labeled question-answer pairs. We present a strategy to collect weakly supervised answers for a questio…