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05/23/2023
Parameter-Efficient Language Model Tuning with Active Learning in Low-Resource Settings
Pre-trained language models (PLMs) have ignited a surge in demand for ef...
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05/23/2023
Leveraging Open Information Extraction for Improving Few-Shot Trigger Detection Domain Transfer
Event detection is a crucial information extraction task in many domains...
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05/20/2023
Paragraph-level Citation Recommendation based on Topic Sentences as Queries
Citation recommendation (CR) models may help authors find relevant artic...
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05/16/2023
On Dataset Transferability in Active Learning for Transformers
Active learning (AL) aims to reduce labeling costs by querying the examp...
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02/22/2023
Data Augmentation for Neural NLP
Data scarcity is a problem that occurs in languages and tasks where we d...
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02/01/2023
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis
Expressing attitude or stance toward entities and concepts is an integra...
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12/20/2022
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis
Developed as a solution to a practical need, active learning (AL) method...
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11/15/2022
Easy to Decide, Hard to Agree: Reducing Disagreements Between Saliency Methods
A popular approach to unveiling the black box of neural NLP models is to...
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11/11/2022
ALANNO: An Active Learning Annotation System for Mortals
In today's data-driven society, supervised machine learning is rapidly e...
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09/12/2022
Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation
Recently introduced transformer-based article encoders (TAEs) designed t...
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12/11/2020
A Topic Coverage Approach to Evaluation of Topic Models
When topic models are used for discovery of topics in text collections, ...
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05/19/2020
Staying True to Your Word: (How) Can Attention Become Explanation?
The attention mechanism has quickly become ubiquitous in NLP. In additio...
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04/09/2020
PANDORA Talks: Personality and Demographics on Reddit
Personality and demographics are important variables in social sciences,...
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11/12/2018
Not Just Depressed: Bipolar Disorder Prediction on Reddit
Bipolar disorder, an illness characterized by manic and depressive episo...
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08/30/2018
Iterative Recursive Attention Model for Interpretable Sequence Classification
Natural language processing has greatly benefited from the introduction ...
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12/31/2016