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01/16/2023
Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants
Out of Scope (OOS) detection in Conversational AI solutions enables a ch...
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05/27/2022
Fast and Light-Weight Answer Text Retrieval in Dialogue Systems
Dialogue systems can benefit from being able to search through a corpus ...
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07/21/2021
Improved Text Classification via Contrastive Adversarial Training
We propose a simple and general method to regularize the fine-tuning of ...
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06/07/2021
Narrative Question Answering with Cutting-Edge Open-Domain QA Techniques: A Comprehensive Study
Recent advancements in open-domain question answering (ODQA), i.e., find...
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12/07/2020
Benchmarking Intent Detection for Task-Oriented Dialog Systems
Intent detection is a key component of modern goal-oriented dialog syste...
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10/23/2020
Multilingual BERT Post-Pretraining Alignment
We propose a simple method to align multilingual contextual embeddings a...
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07/20/2020
Frustratingly Hard Evidence Retrieval for QA Over Books
A lot of progress has been made to improve question answering (QA) in re...
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02/04/2019
Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers
Most approaches to extraction multiple relations from a paragraph requir...
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05/19/2018
Diverse Few-Shot Text Classification with Multiple Metrics
We study few-shot learning in natural language domains. Compared to many...
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08/26/2017
Robust Task Clustering for Deep Many-Task Learning
We investigate task clustering for deep-learning based multi-task and fe...
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01/15/2017