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SocAoG: Incremental Graph Parsing for Social Relation Inference in Dialogues ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.54 Abstract: Inferring social relations from dialogues is vital for building emotionally intelligent robots to interpret human language better and act accordingly. We model the social network as an And-or Graph, named SocAoG, for the consistency of relations among a group and leveraging attributes as inference cues. Moreover, we formulate a sequential structure prediction task, and propose an $\alpha$-$\beta$-$\gamma$ strategy to incrementally parse SocAoG for the dynamic inference upon any incoming utterance: (i) an $\alpha$ process predicting attributes and relations conditioned on the semantics of dialogues, (ii) a $\beta$ process updating the social relations based on related attributes, and (iii) a $\gamma$ process updating individual's attributes based on interpersonal social relations. Empirical results on DialogRE and MovieGraph show that our model infers social relations more accurately than the state-of-the-art methods. Moreover, the ablation ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/ppfp-pa79
https://underline.io/lecture/25412-socaog-incremental-graph-parsing-for-social-relation-inference-in-dialogues
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2
К вопросу об оппозиции холодный / горячий в русской и китайской лингвокультурах ; To the question of the opposition cold / hot in russian and chinese linguocultures
Liang, Yuan; Лян, Юань. - : ООО «Издательский дом "Ажур"», 2021
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3
Structured Attention for Unsupervised Dialogue Structure Induction ...
Qiu, Liang; Zhao, Yizhou; Shi, Weiyan. - : arXiv, 2020
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4
Semi-synchronous speech and pen input for mobile user interfaces
In: Speech communication. - Amsterdam [u.a.] : Elsevier 53 (2011) 3, 283-291
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OLC Linguistik
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5
Teaching Chinese-Canadian literature to Taiwanese students : an educational strategy
Lu, Liang-Yuan, 1962-. - : McGill University, 2006
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