Active Learning with Rationales for Text Classification (original) (raw)
Related papers
Learning with rationales for document classification
Machine Learning
Using ``Annotator Rationales'' to Improve Machine Learning for Text Categorization
2007
Machine Learning with Annotator Rationales to Reduce Annotation Cost
Support vector machine active learning with applications to text classification
Journal of Machine Learning Research, 2000
Small-text: Active Learning for Text Classification in Python
ArXiv, 2021
A literature survey of active machine learning in the context of natural language processing
A Survey of Active Learning for Text Classification using Deep Neural Networks
ArXiv, 2020
A Simple yet Brisk and Efficient Active Learning Platform for Text Classification
ArXiv, 2021
Term-Centric Active Learning for Naive Bayes Document Classification
The Open Information Systems Journal, 2009
A comparison of models for cost-sensitive active learning
Proceedings of the 23rd International Conference on Computational Linguistics Posters, 2010
Active Learning for Reducing Labeling Effort in Text Classification Tasks
Communications in Computer and Information Science, 2022
The use of active learning in text categorization
Working Notes of the AAAI 1996 Spring Symposium …, 1996
Reducing the annotation burden in text classification
Anastasia Krithara, Cyril Goutte
Proceedings of the 1st …, 2006
Combining active learning and relevance vector machines for text classification
Sixth International Conference on Machine Learning and Applications (ICMLA 2007), 2007
Active learning with committees for text categorization
National Conference on Artificial Intelligence, 1997
Automatically Generating Annotator Rationales to Improve Sentiment Classification
2010
Active learning for text classification: Using the LSI Subspace Signature Model
2014 International Conference on Data Science and Advanced Analytics (DSAA), 2014
Employing EM in Pool-Based Active Learning for Text Classification
MARTA: Leveraging Human Rationales for Explainable Text Classification
2021
Active learning for logistic regression: an evaluation
2007
Active learning enhanced document annotation for sentiment analysis
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2013
Active Learning for Argument Mining: A Practical Approach
ArXiv, 2021
Category-driven Selection Strategies for Active Learning
2019
SteM at SemEval-2016 Task 4: Applying Active Learning to Improve Sentiment Classification
Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016), 2016
Learning cost-sensitive active classifiers
2002
Active learning with real annotation costs
Proceedings of the NIPS Workshop on …, 2008
Active Learning for Classifying Political Tweets
Proceedings of the International Conference on Natural Language, Signal and Speech Processing (2017), 2017
Learning cost-sensitive active classifiers☆☆This extends the short conference paper [19]
Artificial Intelligence, 2002
A large-scale active learning system for topical categorization on the web
Proceedings of the 19th International Conference on World Wide Web, 2010
Active learning and the total cost of annotation
2004
PAL, a tool for Pre-annotation and Active Learning
1996