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08/16/2023
Answering Ambiguous Questions with a Database of Questions, Answers, and Revisions
Many open-domain questions are under-specified and thus have multiple po...
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02/23/2023
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?
Large language models have demonstrated an emergent capability in answer...
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05/25/2022
Reasoning over Logically Interacted Conditions for Question Answering
Some questions have multiple answers that are not equally correct, i.e. ...
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10/13/2021
ConditionalQA: A Complex Reading Comprehension Dataset with Conditional Answers
We describe a Question Answering (QA) dataset that contains complex ques...
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06/01/2021
End-to-End Multihop Retrieval for Compositional Question Answering over Long Documents
Answering complex questions from long documents requires aggregating mul...
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02/14/2021
Reasoning Over Virtual Knowledge Bases With Open Predicate Relations
We present the Open Predicate Query Language (OPQL); a method for constr...
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07/02/2020
Facts as Experts: Adaptable and Interpretable Neural Memory over Symbolic Knowledge
Massive language models are the core of modern NLP modeling and have bee...
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04/07/2020
Guessing What's Plausible But Remembering What's True: Accurate Neural Reasoning for Question-Answering
Neural approaches to natural language processing (NLP) often fail at the...
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02/14/2020
Scalable Neural Methods for Reasoning With a Symbolic Knowledge Base
We describe a novel way of representing a symbolic knowledge base (KB) c...
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05/24/2019
Differentiable Representations For Multihop Inference Rules
We present efficient differentiable implementations of second-order mult...
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04/21/2019
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text
We consider open-domain queston answering (QA) where answers are drawn f...
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09/04/2018
Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text
Open Domain Question Answering (QA) is evolving from complex pipelined s...
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04/24/2018