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HyperAI
SOTA
Text Classification & Sentiment

Text Classification & Sentiment

Assigning category labels or sentiment polarity to text documents, including topic classification and sentiment analysis.

Leaderboard

100 models total

Benchmarks

PaLM 540B (fine-tuned)

SST-2 Binary classification

SST-5 Fine-grained classification

Heinsen Routing + RoBERTa Large

RoBERTa Focal Loss

Bi-model with decoder

IMDb Movie Reviews

UK Key Stage Readability

Switchboard corpus

HGRU + Beam Search + Guided attention

Amazon Review Full

Amazon Review Polarity

MoCo-v2 (ResNet-50)

Multimodal(ViT+BERT, Input: Image + Body)

DenseNet121 Distiller

BIG-bench (SNARKS)

ICSI Meeting Recorder Dialog Act (MRDA) corpus

SemEval 2014 Task 4 Subtask 1+2

CharacterBERT (base, medical)

CMU-MOSEI-Sentiment

BiLSTM+Attention+FT

MLDoc Zero-Shot English-to-French

MLDoc Zero-Shot English-to-Spanish

occupation classification

sentiment analysis

CamemBERT (large)

Yelp Polarity Reviews

Czech Subjectivity Dataset

Character-BERT+RS

MLDoc Zero-Shot English-to-Chinese

MLDoc Zero-Shot English-to-German

MLDoc Zero-Shot English-to-Russian

Rotten Tomatoes

fastText, h=10, bigram

Alpaca-Eval 2.0

Android Malware Dataset

Average on NLP datasets

SetFit + OCD(5)

BERT$_{ssenet}^{c}$

GCDC + RST - Accuracy

IITP Product Reviews Sentiment

MLDoc Zero-Shot English-to-Italian

SemEval-2016 Task6

XNLI Zero-Shot English-to-German

XNLI Zero-Shot English-to-Spanish

annotated test set

ASOS.com user intent

BIG-bench (Hindu Knowledge)

BioScope : Abstracts

BioLinkBERT (large)

Burr classification images

COVID-19-Stance

ExplainThenPredictAttention (e-InferSent Bi-LSTM + Attention)

BioLinkBERT (large)

IITP Movie Reviews Sentiment

MLDoc Zero-Shot English-to-Japanese

news-triggered opinion expressing timing identification dataset

OUD Search Dataset

Reuters RCV1/RCV2 English-to-German

Biinclusion (Euro500kReuters)

Reuters RCV1/RCV2 German-to-English

Royal Society Corpus

Kochkina et al. 2017

*sem 2012 Shared Task: Sherlock Dataset

Soham News Article Classification

xlmindic-base-uniscript

Twenty-Four Histories

ERNIE 2.0 Large

XNLI Chinese Dev

ERNIE 2.0 Large

XNLI Zero-Shot English-to-French

2012 Hurricane Sandy

2020 U.S. Election

Amazon Massive dataset

An Amharic News Text classification Dataset

Naive Bayes using Tf-idf features

Automatic Misogynistic Identification

BBC Hindi News Article Classification

BioScope : Full Papers

Core Promoter Detection

Covid Variant Classification

DNA transposons

Empathetic Dialogues

Enron → Others

Epigenetic Marks Prediction

FigLang 2020 Reddit Dataset

FigLang 2020 Twitter Dataset

Financial PhraseBank

GlotStory-Books

Human Enhancer Ensembl

Human Enhancers Cohn

Human Non-TATA Promoters

Human OCR Ensembl

Human Regulatory

Human Transcription Factor Prediction

Kinetics-Sounds

Extract-Classify-ACOS

manifestos testset

Mouse Enhancers

Mouse Transcription Factor Prediction

MuLD (Character Type)

NLPContributions

Nucleotide Transformer Benchmark

Open Chromatin Regions

SciBERT (SciVocab)

Promoter Detection

Proposed Dataset

Hierarchical Neural Networks

Restaurant-ACOS

Extract-Classify-ACOS

Retrotransposons

SciBERT (SciVocab)

SFU Review Corpus

Splice Site Prediction

Synthetic Scenario A Artificial

Synthetic Scenario A Real

Synthetic Scenario B Artificial

Synthetic Scenario B Real

Synthetic Scenario C Artificial

Synthetic Scenario C Real

This is not a Dataset

TOEFL P1 → Others

Yuan and Lam (2022) dataset

AfriSenti-SemEval (Multilingual)

Amazon Counterfeit

Antimicrobial Resistance (AMR) classification

ATIS (25% known)

ATIS (50% known)

AUR & UMB dataset

RandomForestClassifier

bajer_danish_misogyny

Beer-Concept-Occurrence

BGC classification

Character-level IMDb (LRA)

Chest X-Ray Images (Pneumonia)

AAPSO-Deep Feature Selection

ChnSentiCorp Dev

CIFAKE: Real and AI-Generated Synthetic Images

CMU-MOSEI-Sentiment-3

Coding vs. Intergenic

Coding vs. Intergenomic

Consumer Complaint

Consumer Complaints

COVID-19 Image Data Collection

CREMA-D (Audio/Vision)

CREMA-D (noisy)

Two Branch Network (Text - Bert + Image - Nts-Net)

Dialogue State Tracking Challenge

Dutch multimodal task-oriented corpus

HiTransformer-s

Hierarchical Fusion

GENCODE Gene Finding

GermEval 2021 - Toxic Comments test set

GBERT/GELECTRA Ensemble

GLUECoS (Hindi-English Code-mix)

Hate Speech (Bengali)

Headline Prediction (Gujarati)

IITP Product Review (Hindi)

Implicit Hate Corpus

Kinetics Sounds (Audio/Vision)

LABR (2-class, unbalanced)

Latvian Twitter Eater Sentiment Dataset

DNA String Compression - Compression Ratio

Microsoft Malware Classification Challenge

Feed-forward NN

MLDoc Zero-Shot German-to-French

BiLSTM (Europarl)

Multimodal User Profile Dataset

9-gram LM with back-off

ODIC 10-way (10-shot)

ODIC 10-way (5-shot)

ODIC 5-way (10-shot)

Induction Networks

ODIC 5-way (5-shot)

Induction Networks

BERT (query + URL)

k-PCA + HDBSCAN

Preference Bench

ProsocialDialog

Query Wellformedness

word-1, 2 POS-1, 2, 3

Quora Question Pairs

RusAge: Corpus for Age-Based Text Classification

LSVC + linguistic features + publishing attributes

Scorpio-Gene-Taxa Dataset

SemEval-2014 Task-4

SemEval 2014 Task 4 Subtask 3

BERT-pair-NLI-B

SNIPS (25% known)

SNIPS (50% known)

SNIPS (75% known)

StackOverflow_CG

superconductors-Scibert

Switchboard Dialog Act Corpus

Speaker-change Aware CRF

Switchboard dialogue act corpus

synthetic benchmark

MSI-H Transformer

Jigsaw Toxic Comment Classification Dataset

TRAC2-Benghali. Task 2.

TRAC2-English. Task2.

UCF-101 (RGB/Optical Flow)

Unseen domains and Unseen generators

Unseen generators

Wiki Neutrality Corpus

WNUT-2020 Task 2

Yelp-Author-Style

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