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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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Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning ...
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3
Structured Attention for Unsupervised Dialogue Structure Induction ...
Qiu, Liang; Zhao, Yizhou; Shi, Weiyan. - : arXiv, 2020
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Non-linguistic Vocalization Recognition Based on Convolutional, Long Short-Term Memory, Deep Neural Networks
Qiu, Liang. - : eScholarship, University of California, 2018
In: Qiu, Liang. (2018). Non-linguistic Vocalization Recognition Based on Convolutional, Long Short-Term Memory, Deep Neural Networks. UCLA: Electrical Engineering 0303. Retrieved from: http://www.escholarship.org/uc/item/1pz29229 (2018)
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