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05/23/2023
NAIL: Lexical Retrieval Indices with Efficient Non-Autoregressive Decoders
Neural document rerankers are extremely effective in terms of accuracy. ...
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05/23/2023
Evaluating and Modeling Attribution for Cross-Lingual Question Answering
Trustworthy answer content is abundant in many high-resource languages a...
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06/02/2021
MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network
We present an instance-based nearest neighbor approach to entity linking...
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02/09/2021
Decontextualization: Making Sentences Stand-Alone
Models for question answering, dialogue agents, and summarization often ...
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01/01/2021
NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned
We review the EfficientQA competition from NeurIPS 2020. The competition...
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05/28/2020
Empirical Evaluation of Pretraining Strategies for Supervised Entity Linking
In this work, we present an entity linking model which combines a Transf...
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04/15/2020
Entities as Experts: Sparse Memory Access with Entity Supervision
We focus on the problem of capturing declarative knowledge in the learne...
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03/10/2020
TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages
Confidently making progress on multilingual modeling requires challengin...
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01/11/2020
Learning Cross-Context Entity Representations from Text
Language modeling tasks, in which words, or word-pieces, are predicted o...
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06/13/2019
Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index
Existing open-domain question answering (QA) models are not suitable for...
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06/07/2019
Matching the Blanks: Distributional Similarity for Relation Learning
General purpose relation extractors, which can model arbitrary relations...
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05/24/2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions
In this paper we study yes/no questions that are naturally occurring ---...
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01/15/2019
Incremental Reading for Question Answering
Any system which performs goal-directed continual learning must not only...
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04/20/2018
Phrase-Indexed Question Answering: A New Challenge for Scalable Document Comprehension
The current trend of extractive question answering (QA) heavily relies o...
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11/02/2017
Multi-Mention Learning for Reading Comprehension with Neural Cascades
Reading comprehension is a challenging task, especially when executed ac...
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11/04/2016