Paper-Conference

Reliability Testing for Natural Language Processing Systems
A framework for reliability testing of NLP systems in fairness, robustness, and transparency settings.
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Reliability Testing for Natural Language Processing Systems
Zero-shot Fact Verification by Claim Generation
A claim-generation framework that improves zero-shot fact verification with synthetic training data.
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Zero-shot Fact Verification by Claim Generation
Velocidapter: Task-oriented Dialogue Comprehension Modeling Pairing Synthetic Text Generation with Domain Adaptation
A synthetic dialogue generation framework that improves low-resource task-oriented dialogue comprehension.
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Velocidapter: Task-oriented Dialogue Comprehension Modeling Pairing Synthetic Text Generation with Domain Adaptation
Unsupervised Multi-hop Question Answering by Question Generation
An unsupervised multi-hop QA framework that generates synthetic training data from heterogeneous sources.
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Unsupervised Multi-hop Question Answering by Question Generation
Analyzing the Domain Robustness of Pretrained Language Models, Layer by Layer
A layer-by-layer study of how pretrained language model representations vary across domains.
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Analyzing the Domain Robustness of Pretrained Language Models, Layer by Layer
Exploring Question-Specific Rewards for Generating Deep Questions
Recent question generation (QG) approaches often utilize the sequence-to-sequence framework (Seq2Seq) to optimize the log likelihood of …
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Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse Structure
Research into the area of multiparty dialog has grown considerably over recent years. We present the Molweni dataset, a machine reading …
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Retrieving Skills from Job Descriptions: A Language Model Based Extreme Multi-label Classification Framework
We introduce a deep learning model to learn the set of enumerated job skills associated with a job description. In our analysis of a …
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Mind Your Inflections! Improving NLP for Non-Standard Englishes with Base-Inflection Encoding
Inflectional variation is a common feature of World Englishes such as Colloquial Singapore English and African American Vernacular …
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Re-examining the Role of Schema Linking in Text-to-SQL
In existing sophisticated text-to-SQL models, schema linking is often considered as a simple, minor component, belying its importance. …
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