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05/25/2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations
Despite recent explosion in research interests, in-context learning and ...
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11/07/2020
Human-Like Active Learning: Machines Simulating the Human Learning Process
Although the use of active learning to increase learners' engagement has...
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11/08/2019
Ruminating Word Representations with Random Noised Masker
We introduce a training method for both better word representation and p...
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01/22/2019
Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings
We propose a novel and simple method for semi-supervised text classifica...
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08/22/2018
Deep Extrofitting: Specialization and Generalization of Expansional Retrofitting Word Vectors using Semantic Lexicons
The retrofitting techniques, which inject external resources into word r...
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06/03/2018
Psychological State in Text: A Limitation of Sentiment Analysis
Starting with the idea that sentiment analysis models should be able to ...
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04/21/2018
Extrofitting: Enriching Word Representation and its Vector Space with Semantic Lexicons
We propose post-processing method for enriching not only word representa...
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04/11/2017
What we really want to find by Sentiment Analysis: The Relationship between Computational Models and Psychological State
As the first step to model emotional state of a person, we build sentime...
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07/13/2016