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12/17/2022
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations
There has been great progress in unifying various table-to-text tasks us...
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10/12/2022
Language Agnostic Multilingual Information Retrieval with Contrastive Learning
Multilingual information retrieval is challenging due to the lack of tra...
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05/18/2022
Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner
Large language models have achieved high performance on various question...
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10/20/2021
Contrastive Document Representation Learning with Graph Attention Networks
Recent progress in pretrained Transformer-based language models has show...
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10/07/2019
Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks
Semantic role labeling (SRL) involves extracting propositions (i.e. pred...
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12/19/2018
Switch-LSTMs for Multi-Criteria Chinese Word Segmentation
Multi-criteria Chinese word segmentation is a promising but challenging ...
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08/23/2018
Exploring Shared Structures and Hierarchies for Multiple NLP Tasks
Designing shared neural architecture plays an important role in multi-ta...
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04/30/2018
Towards Diverse Text Generation with Inverse Reinforcement Learning
Text generation is a crucial task in NLP. Recently, several adversarial ...
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07/02/2017
DAG-based Long Short-Term Memory for Neural Word Segmentation
Neural word segmentation has attracted more and more research interests ...
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04/25/2017
Adversarial Multi-Criteria Learning for Chinese Word Segmentation
Different linguistic perspectives causes many diverse segmentation crite...
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11/16/2016
A Feature-Enriched Neural Model for Joint Chinese Word Segmentation and Part-of-Speech Tagging
Recently, neural network models for natural language processing tasks ha...
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11/15/2016
End-to-End Neural Sentence Ordering Using Pointer Network
Sentence ordering is one of important tasks in NLP. Previous works mainl...
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07/23/2016
Neural Sentence Ordering
Sentence ordering is a general and critical task for natural language ge...
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11/19/2015
Gaussian Mixture Embeddings for Multiple Word Prototypes
Recently, word representation has been increasingly focused on for its e...
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05/21/2015