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1
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identification ...
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2
Improving Word Translation via Two-Stage Contrastive Learning ...
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3
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
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4
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
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5
Emergent Communication Pretraining for Few-Shot Machine Translation ...
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6
On the Limitations of Unsupervised Bilingual Dictionary Induction ...
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7
Fully Statistical Neural Belief Tracking ...
Mrkšić, Nikola; Vulić, Ivan. - : arXiv, 2018
Abstract: This paper proposes an improvement to the existing data-driven Neural Belief Tracking (NBT) framework for Dialogue State Tracking (DST). The existing NBT model uses a hand-crafted belief state update mechanism which involves an expensive manual retuning step whenever the model is deployed to a new dialogue domain. We show that this update mechanism can be learned jointly with the semantic decoding and context modelling parts of the NBT model, eliminating the last rule-based module from this DST framework. We propose two different statistical update mechanisms and show that dialogue dynamics can be modelled with a very small number of additional model parameters. In our DST evaluation over three languages, we show that this model achieves competitive performance and provides a robust framework for building resource-light DST models. ... : Accepted as a short paper for the 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018) ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
URL: https://dx.doi.org/10.48550/arxiv.1805.11350
https://arxiv.org/abs/1805.11350
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8
Scoring Lexical Entailment with a Supervised Directional Similarity Network ...
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9
A Survey Of Cross-lingual Word Embedding Models ...
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10
Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints ...
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