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20112025
most citedLearning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars

794 citations · 5.7k across the 143 of their papers we have counts for

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Showing 2017Show all

7 papers · 1 filter

cs.CL2017

Crowdsourcing Question-Answer Meaning Representations

Julian Michael, Gabriel Stanovsky, Luheng He +2

We introduce Question-Answer Meaning Representations (QAMRs), which represent the predicate-argument structure of a sentence as a set of question-answer pairs. We also develop a cr…

cs.CL2017

End-to-end Neural Coreference Resolution

Kenton Lee, Luheng He, Mike Lewis +1

We introduce the first end-to-end coreference resolution model and show that it significantly outperforms all previous work without using a syntactic parser or hand-engineered ment…

cs.CL2017★ 29 cited

Recurrent Additive Networks

Kenton Lee, Omer Levy, Luke Zettlemoyer

We introduce recurrent additive networks (RANs), a new gated RNN which is distinguished by the use of purely additive latent state updates. At every time step, the new state is com…

cs.CL2017

Zero-Shot Relation Extraction via Reading Comprehension

Omer Levy, Minjoon Seo, Eunsol Choi +1

We show that relation extraction can be reduced to answering simple reading comprehension questions, by associating one or more natural-language questions with each relation slot.…

cs.CL2017★ 5 cited

TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Mandar Joshi, Eunsol Choi, Daniel S. Weld +1

We present TriviaQA, a challenging reading comprehension dataset containing over 650K question-answer-evidence triples. TriviaQA includes 95K question-answer pairs authored by triv…

cs.CL2017

Learning a Neural Semantic Parser from User Feedback

Srinivasan Iyer, Ioannis Konstas, Alvin Cheung +2

We present an approach to rapidly and easily build natural language interfaces to databases for new domains, whose performance improves over time based on user feedback, and requir…