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Text Classification

232 papers with code · Natural Language Processing

Text classification is the task of assigning a sentence or document an appropriate category. The categories depend on the chosen dataset and can range from topics.

( Image credit: Text Classification Algorithms: A Survey )

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Latest papers with code

ParsBERT: Transformer-based Model for Persian Language Understanding

26 May 2020hooshvare/parsbert

The surge of pre-trained language models has begun a new era in the field of Natural Language Processing (NLP) by allowing us to build powerful language models.

NAMED ENTITY RECOGNITION SENTIMENT ANALYSIS TEXT CLASSIFICATION

17
26 May 2020

BERTweet: A pre-trained language model for English Tweets

20 May 2020VinAIResearch/BERTweet

We present BERTweet, the first public large-scale pre-trained language model for English Tweets.

LANGUAGE MODELLING NAMED ENTITY RECOGNITION PART-OF-SPEECH TAGGING TEXT CLASSIFICATION

107
20 May 2020

AttViz: Online exploration of self-attention for transparent neural language modeling

12 May 2020SkBlaz/attviz

Neural language models are becoming the prevailing methodology for the tasks of query answering, text classification, disambiguation, completion and translation.

LANGUAGE MODELLING TEXT CLASSIFICATION

1
12 May 2020

Establishing Baselines for Text Classification in Low-Resource Languages

5 May 2020jcblaisecruz02/Filipino-Text-Benchmarks

We analyze our pretrained model's degradation speeds and look towards the use of this method for comparing models aimed at operating within the low-resource setting.

TEXT CLASSIFICATION

3
05 May 2020

Defense of Word-level Adversarial Attacks via Random Substitution Encoding

1 May 2020Raibows/RSE-Adversarial-Defense

The adversarial attacks against deep neural networks on computer version tasks has spawned many new technologies that help protect models avoiding false prediction.

SENTIMENT ANALYSIS TEXT CLASSIFICATION

1
01 May 2020

Learning to Faithfully Rationalize by Construction

30 Apr 2020successar/FRESH

In NLP this often entails extracting snippets of an input text `responsible for' corresponding model output; when such a snippet comprises tokens that indeed informed the model's prediction, it is a faithful explanation.

FEATURE IMPORTANCE TEXT CLASSIFICATION

2
30 Apr 2020

TextAttack: A Framework for Adversarial Attacks in Natural Language Processing

29 Apr 2020QData/TextAttack

TextAttack is a library for running adversarial attacks against natural language processing (NLP) models.

ADVERSARIAL TEXT LEXICAL ENTAILMENT MACHINE TRANSLATION TEXT CLASSIFICATION

108
29 Apr 2020

MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification

25 Apr 2020GT-SALT/MixText

This paper presents MixText, a semi-supervised learning method for text classification, which uses our newly designed data augmentation method called TMix.

DATA AUGMENTATION TEXT CLASSIFICATION

15
25 Apr 2020

Semi-Supervised Models via Data Augmentationfor Classifying Interactive Affective Responses

23 Apr 2020GT-SALT/AAAI_CLF

We present semi-supervised models with data augmentation (SMDA), a semi-supervised text classification system to classify interactive affective responses.

DATA AUGMENTATION TEXT CLASSIFICATION

2
23 Apr 2020