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الاختبارات القياسية

SOTA
نماذج اللغة الكبيرة (LLM)
لوحة صدارة وحدات معالجة الرسوميات GPU

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HyperAI
SOTA
تصنيف النصوص وتحليل المشاعر

تصنيف النصوص وتحليل المشاعر

إسناد تسميات فئوية أو قطبية عاطفية إلى مستندات نصية، بما في ذلك تصنيف الموضوعات وتحليل المشاعر.

لوحة الصدارة

100 نماذج بالمجموع

مقاييس الأداء

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

ابنِ مستقبل الذكاء الاصطناعي

حول

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المنتجات

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