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SotA/Natural Language Processing/Text Classification

Text Classification

261 benchmarks3635 papers

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.

Text Classification problems include emotion classification, news classification, citation intent classification, among others. Benchmark datasets for evaluating text classification capabilities include GLUE, AGNews, among others.

In recent years, deep learning techniques like XLNet and RoBERTa have attained some of the biggest performance jumps for text classification problems.

<span style="color:grey; opacity: 0.6">( Image credit: Text Classification Algorithms: A Survey )</span>

Benchmarks

Text Classification on MTEB

Accuracy

Text Classification on AG News

ErrorC_vNPMIF1 scoreF1-score

Text Classification on DBpedia

Error

Text Classification on R8

AccuracyF-measure

Text Classification on TREC-6

Error

Text Classification on Civil Comments

AUROCGMB BPSNGMB SubgroupMicro F1PrecisionRecallMacro F1GMB BNSP

Text Classification on 20NEWS

AccuracyF-measurePrecisionRecall

Text Classification on UK Key Stage Readability

F1

Text Classification on MR

Accuracy

Text Classification on Ohsumed

Accuracy

Text Classification on Yahoo! Answers

AccuracyF1-score

Text Classification on RAFT

AvgADEB77NISOSE OverSOTSRITAIToSTEHTC

Text Classification on Climabench

Evaluation Macro F1

Text Classification on NewsDiscourse

macro F1

Text Classification on R52

Accuracy

Text Classification on SciCite

Macro-F1F1

Text Classification on ACL-ARC

Macro-F1F1Micro-F1

Text Classification on 20NewsGroups

C_vF1-score

Text Classification on CC3M-TagMask

PrecisionRecallF1AccuracymAP

Text Classification on Reuters-21578

Micro-F1F1Accuracy

Text Classification on Twitter

Accuracy

Text Classification on DODF Data

Average F1Weighted F1

Text Classification on Freecode

F1-score

Text Classification on Lot-insts

AccuracyMacro-F1

Text Classification on MVICTOR (type)

Average F1Weighted F1

Text Classification on OneStopEnglish (Readability Assessment)

Accuracy (5-fold)

Text Classification on SVICTOR (type)

Average F1Weighted F1

Text Classification on WeeBit (Readability Assessment)

Accuracy (5-fold)

Text Classification on Amazon-2

Error

Text Classification on Average on NLP datasets

Accuracy

Text Classification on BBCSport

Accuracy

Text Classification on CMU-MOSEI

AccuracyWeighted Accuracy

Text Classification on GCDC + RST - Accuracy

Accuracy

Text Classification on HateXplain

Accuracy (2 classes)F1 Macro

Text Classification on SemEval 2018 Task 1E-c

Macro-F1AccuracyMicro-F1

Text Classification on ThreatGram 101 - Extreme Telegram Data

weighted-F1 score

Text Classification on arXiv-10

Accuracy

Text Classification on AAPD

F1P@1P@3P@5nDCG@3nDCG@5Micro F1

Text Classification on AG News (200 Labels)

Accuracy (%)

Text Classification on Amazon

Accuracy

Text Classification on Amazon-5

Error

Text Classification on BLURB

F1

Text Classification on BVICTOR

Average F1Weighted F1

Text Classification on Bala-Copa

Accuracy

Text Classification on EUR-Lex

P@5nDCG@5P@1P@3nDCG@3Micro F1RP@5nDCG@1

Text Classification on EWALK

Accuracy

Text Classification on GCDC + RST - F1

Average F1

Text Classification on HOC

F1Micro F1

Text Classification on MVICTOR (theme)

Average F1Weighted F1

Text Classification on Overruling

F1(10-fold)

Text Classification on SVICTOR (theme)

Average F1Weighted F1

Text Classification on Sogou News

Accuracy

Text Classification on Terms of Service

F1(10-fold)

Text Classification on Yahoo! Answers (800 Labels)

Accuracy (%)

Text Classification on 20 Newsgroups

Test perplexityAccuracy

Text Classification on An Amharic News Text classification Dataset

Accuracy

Text Classification on Classic

Accuracy

Text Classification on GLUE SST2

Accuracy

Text Classification on IMDb-M

Accuracy

Text Classification on MFA

F-F1 score (Comb.)F-F1 score (Persian)V-F1 score (Comb.)V-F1 score (NA)F-F1 score (NA)V-F1 score (Persian)

Text Classification on MIMIC-III-50

Micro-F1

Text Classification on Medical Abstracts

F1-score

Text Classification on MuLD (Character Type)

F1

Text Classification on Paper Field

F1

Text Classification on PubMed 20k RCT

F1

Text Classification on RCV1

Micro F1AccuracyMacro F1P@1P@3P@5nDCG@1nDCG@3nDCG@5Macro-F1Micro-F1

Text Classification on ROCStories

F1

Text Classification on Recipe

Accuracy

Text Classification on SST-2

Accuracy

Text Classification on SV-Ident

F1

Text Classification on SciDocs (MAG)

F1 (micro)

Text Classification on SciDocs (MeSH)

F1 (micro)

Text Classification on ScienceCite

F1

Text Classification on Searchsnippets

Accuracy

Text Classification on Social media attributions of YouTube comments

Accuracy (2 classes)F1 Macro

Text Classification on TREC-50

Error

Text Classification on This is not a Dataset

AccuracyCoherence

Text Classification on Topic modeling topic coverage dataset - bio

AuCDCSupCov

Text Classification on Topic modeling topic coverage dataset - news

AuCDCSupCov

Text Classification on WOS-5736

Accuracy

Text Classification on Adverse Drug Events (ADE) Corpus

F1 - macro

Text Classification on AffCon 2020 Emotion Detection

F1 score

Text Classification on AgNews

C_v

Text Classification on Amazon Counterfeit

Accuracy

Text Classification on Amazon-12K

P@1P@3P@5nDCG@3nDCG@5

Text Classification on ArmanEmo

Macro F1

Text Classification on Arxiv HEP-TH citation graph

AccuracyMACCTopic Coherence@50Topic coherence@5

Text Classification on BANKING77

Accuracy

Text Classification on CAD

F1 on Toxic class

Text Classification on CAER-Dynamic

Accuracy

Text Classification on CHIP-CTC

Macro F1

Text Classification on Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China

1:1 AccuracyF1 - macroMicro F1

Text Classification on FMC-MWO2KG

Macro F1Micro F1

Text Classification on Facebook Media

F1 (Hidden Test Set)

Text Classification on GLUE MRPC

AccuracyF1

Text Classification on GLUE RTE

Accuracy

Text Classification on GermEval 2021 - Toxic Comments test set

F1

Text Classification on Hyperpartisan

Accuracy

Text Classification on Hyperpartisan News Detection

Accuracy

Text Classification on IMDb Movie Reviews

AUCAccuracy (2 classes)F1 Macro

Text Classification on Jigsaw Toxic Comment Classification Dataset

Validation Accuracy

Text Classification on Kan-Shan Cup

P@1P@3P@5nDCG@3nDCG@5

Text Classification on LF-AmazonTitles-131K

Precision@1

Text Classification on LF-AmzonTitles-131K

Precision@1

Text Classification on LOCAL DATASET

Accuracy (%)

Text Classification on LUN

Accuracy

Text Classification on MIMIC-III

AUCMacro F1Macro PrecisionMacro RecallMicro PrecisionMicro RecallMicro-F1P@5PrecisionRecall

Text Classification on MPQA

Accuracy

Text Classification on NICE-2

Accuracy

Text Classification on NICE-45

Accuracy

Text Classification on NYT

MACCTopic coherence@5

Text Classification on ODIC 10-way (10-shot)

Accuracy

Text Classification on ODIC 10-way (5-shot)

Accuracy

Text Classification on ODIC 5-way (10-shot)

Accuracy

Text Classification on ODIC 5-way (5-shot)

Accuracy

Text Classification on Patents

Accuracy

Text Classification on RAVDESS

Top-1 Accuracy

Text Classification on RCV1-v2

Micro-F1

Text Classification on Reuters De-En

Accuracy

Text Classification on Reuters En-De

Accuracy

Text Classification on RusAge: Corpus for Age-Based Text Classification

F1

Text Classification on SILICONE Benchmark

1:1 Accuracy

Text Classification on SST-5

Accuracy

Text Classification on STOPS-2

STOPS-2

Text Classification on STOPS-41

Accuracy

Text Classification on ShortPersianEmo

Macro F1

Text Classification on Slashdot

Micro-F1

Text Classification on TRAC2-Benghali. Task 2.

F1

Text Classification on TRAC2-English. Task2.

F1

Text Classification on TREC-10

Accuracy

Text Classification on Topic modeling topic coverage dataset

Spearman Correlation

Text Classification on Twitter Sentiment Analysis

AUC

Text Classification on Twitter-US

F1 (Hidden Test Set)

Text Classification on WNUT-2020 Task 2

F1

Text Classification on WOS-11967

Accuracy

Text Classification on WOS-46985

Accuracy

Text Classification on Wiki-30K

P@1P@3P@5nDCG@3nDCG@5

Text Classification on Yelp-14

Accuracy

Text Classification on Cora

Accuracy

Text Classification on GLUE COLA

Matthews Correlation

Text Classification on GLUE STSB

Spearmanr

Text Classification on IMDb

AccuracyF1PrecisionRecall

Text Classification on USPTO-3M

F1

Text Classification on Yelp-2

Accuracy

Text Classification on Yelp-5

Accuracy