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05/26/2023
Characterizing and Measuring Linguistic Dataset Drift
NLP models often degrade in performance when real world data distributio...
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05/22/2023
Taxonomy Expansion for Named Entity Recognition
Training a Named Entity Recognition (NER) model often involves fixing a ...
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05/18/2023
Comparing Biases and the Impact of Multilingual Training across Multiple Languages
Studies in bias and fairness in natural language processing have primari...
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03/21/2023
Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization
Opinion summarization provides an important solution for summarizing opi...
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02/23/2023
Dynamic Benchmarking of Masked Language Models on Temporal Concept Drift with Multiple Views
Temporal concept drift refers to the problem of data changing over time....
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10/11/2022
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents
We investigate semi-structured document classification in a zero-shot se...
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03/21/2022
Efficient Classification of Long Documents Using Transformers
Several methods have been proposed for classifying long textual document...
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06/28/2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics
Measuring bias is key for better understanding and addressing unfairness...
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10/21/2020
Linking Entities to Unseen Knowledge Bases with Arbitrary Schemas
In entity linking, mentions of named entities in raw text are disambigua...
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04/08/2020
Severing the Edge Between Before and After: Neural Architectures for Temporal Ordering of Events
In this paper, we propose a neural architecture and a set of training me...
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03/30/2018
Robust Cross-lingual Hypernymy Detection using Dependency Context
Cross-lingual Hypernymy Detection involves determining if a word in one ...
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03/29/2018
Identifying Semantic Divergences in Parallel Text without Annotations
Recognizing that even correct translations are not always semantically e...
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11/16/2016
The Amazing Mysteries of the Gutter: Drawing Inferences Between Panels in Comic Book Narratives
Visual narrative is often a combination of explicit information and judi...
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10/26/2015