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09/21/2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models
Transformer-based language models (LMs) pretrained on large text collect...
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04/17/2021
Multilingual and Cross-Lingual Intent Detection from Spoken Data
We present a systematic study on multilingual and cross-lingual intent d...
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05/18/2020
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations
We introduce Span-ConveRT, a light-weight model for dialog slot-filling ...
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05/11/2020
Multidirectional Associative Optimization of Function-Specific Word Representations
We present a neural framework for learning associations between interrel...
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03/10/2020
Efficient Intent Detection with Dual Sentence Encoders
Building conversational systems in new domains and with added functional...
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09/03/2019
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking
We present PolyResponse, a conversational search engine that supports ta...
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06/04/2019
Training Neural Response Selection for Task-Oriented Dialogue Systems
Despite their popularity in the chatbot literature, retrieval-based mode...
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04/13/2019
A Repository of Conversational Datasets
Progress in Machine Learning is often driven by the availability of larg...
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05/23/2018
Scoring Lexical Entailment with a Supervised Directional Similarity Network
We present the Supervised Directional Similarity Network (SDSN), a novel...
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08/06/2016
HyperLex: A Large-Scale Evaluation of Graded Lexical Entailment
We introduce HyperLex - a dataset and evaluation resource that quantifie...
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08/02/2016