Papers by Tiago Timponi Torrent

2 papers
Semi-supervised Deep Embedded Clustering with Anomaly Detection for Semantic Frame Induction (2020.lrec-1)

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Challenge: Empirical results show that definitions provide contextual information for representing and characterizing the frame membership of lexical units.
Approach: They propose a two-step frame induction process to remove lexical units that cannot fit into existing frames in Berkeley FrameNet.
Outcome: The proposed method outperforms state-of-the-art methods in both steps of the frame induction process.
(Re)construing Meaning in NLP (2020.acl-main)

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Challenge: a new paper explores the role of linguistic choices in interpreting information in natural language . linguistic choice is a way of expressing information, but it is not the meaning of an utterance, authors argue .
Approach: They propose to define construal as a way of conceptualizing or construing information . they propose to use this concept to develop theoretical and practical work in NLP .
Outcome: The proposed study explores how construal can inform theoretical and practical work in NLP.

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