ML Research Wiki / Benchmarks / Sentiment Analysis / MR

MR

Sentiment Analysis Benchmark

Performance Over Time

📊 Showing 18 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	Millions of Emoji	Using millions of emoji occurrences to learn any-domain representations for detecting sentiment, emotion and sarcasm	1500.00	2017-08-01	📦 bfelbo/deepmoji 📦 huggingface/torchMoji 📦 SEntiMoji/SEntiMoji
2	VLAWE	Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation	93.30	2019-02-23	📦 raduionescu/vlawe-boswe
3	RoBERTa-large 355M + Entailment as Few-shot Learner	Entailment as Few-Shot Learner	92.50	2021-04-29	📦 PaddlePaddle/PaddleNLP 📦 sunyilgdx/prompts4keras 📦 cactilab/hateguard
4	AnglE-LLaMA-7B	AnglE-optimized Text Embeddings	91.09	2023-09-22	📦 SeanLee97/AnglE 📦 4ai/bellm
5	byte mLSTM7	A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors	86.80	2018-05-14	📦 NLPrinceton/ALaCarte
6	MEAN	A Multi-sentiment-resource Enhanced Attention Network for Sentiment Classification	84.50	2018-07-13	-
7	Capsule-B	Investigating Capsule Networks with Dynamic Routing for Text Classification	82.30	2018-03-29	📦 andyweizhao/capsule_text_classification 📦 andyweizhao/capsule 📦 abhishek-924/Capsule-Network 📦 kevindeangeli/capsuleNetwork
8	SuBiLSTM-Tied	Improved Sentence Modeling using Suffix Bidirectional LSTM	81.60	2018-05-18	-
9	USE_T+CNN	Universal Sentence Encoder	81.59	2018-03-29	📦 facebookresearch/InferSent 📦 facebookresearch/SentEval 📦 textflint/textflint
10	STM+TSED+PT+2L	The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning	80.09	2019-05-31	📦 bgshin/distill_demo

All Papers (18)

Using millions of emoji occurrences to learn any-domain representations for detecting sentiment, emotion and sarcasm

2017

Millions of Emoji

bfelbo/deepmoji huggingface/torchMoji

Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation

2019

VLAWE

raduionescu/vlawe-boswe

Entailment as Few-Shot Learner

2021

RoBERTa-large 355M + Entailment as Few-shot Learner

PaddlePaddle/PaddleNLP sunyilgdx/prompts4keras cactilab/hateguard

AnglE-optimized Text Embeddings

2023

AnglE-LLaMA-7B

SeanLee97/AnglE 4ai/bellm

A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors

2018

byte mLSTM7

NLPrinceton/ALaCarte

A Multi-sentiment-resource Enhanced Attention Network for Sentiment Classification

2018

MEAN

Investigating Capsule Networks with Dynamic Routing for Text Classification

2018

Capsule-B

andyweizhao/capsule_text_classification andyweizhao/capsule

Improved Sentence Modeling using Suffix Bidirectional LSTM

2018

SuBiLSTM-Tied

Universal Sentence Encoder

2018

USE_T+CNN

facebookresearch/InferSent facebookresearch/SentEval

The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning

2019

STM+TSED+PT+2L

bgshin/distill_demo

All-but-the-Top: Simple and Effective Postprocessing for Word Representations

2017

GRU-RNN-WORD2VEC

lgalke/vec4ir nlpAThits/WOMBAT

Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms

2018

SWEM-concat

dinghanshen/SWEM nyk510/scdv-python

Enhancing Interpretable Clauses Semantically using Pretrained Word Representation

2021

TM-Glove

cair/TsetlinMachine cair/pyTsetlinMachine

Graph Convolutional Networks for Text Classification

2018

Text GCN

yao8839836/text_gcn plkmo/Bible_Text_GCN

Graph Star Net for Generalized Multi-Task Learning

2019

GraphStar

graph-star-team/graph_star

Sentence-State LSTM for Text Representation

2018

S-LSTM

leuchine/S-LSTM LahiruSen/S-LSTM_Sinhala

Simplifying Graph Convolutional Networks

2019

SGC

dmlc/dgl dmlc/dgl

Simplifying Graph Convolutional Networks

2019

SGCN

dmlc/dgl dmlc/dgl

MR

Performance Over Time

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Top Performing Models

All Papers (18)

Using millions of emoji occurrences to learn any-domain representations for detecting sentiment, emotion and sarcasm

Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation

Entailment as Few-Shot Learner

AnglE-optimized Text Embeddings

A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors

A Multi-sentiment-resource Enhanced Attention Network for Sentiment Classification

Investigating Capsule Networks with Dynamic Routing for Text Classification

Improved Sentence Modeling using Suffix Bidirectional LSTM

Universal Sentence Encoder

The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning

All-but-the-Top: Simple and Effective Postprocessing for Word Representations

Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms

Enhancing Interpretable Clauses Semantically using Pretrained Word Representation

Graph Convolutional Networks for Text Classification

Graph Star Net for Generalized Multi-Task Learning

Sentence-State LSTM for Text Representation

Simplifying Graph Convolutional Networks

Simplifying Graph Convolutional Networks

Model	Paper	Accuracy	Date
Millions of Emoji	Using millions of emoji occurrences to learn any-…	1500.00	2017-08-01
VLAWE	Vector of Locally-Aggregated Word Embeddings (VLA…	93.30	2019-02-23
RoBERTa-large 355M + Entailment as Few-shot Learner	Entailment as Few-Shot Learner	92.50	2021-04-29
AnglE-LLaMA-7B	AnglE-optimized Text Embeddings	91.09	2023-09-22
byte mLSTM7	A La Carte Embedding: Cheap but Effective Inducti…	86.80	2018-05-14
MEAN	A Multi-sentiment-resource Enhanced Attention Net…	84.50	2018-07-13
Capsule-B	Investigating Capsule Networks with Dynamic Routi…	82.30	2018-03-29
SuBiLSTM-Tied	Improved Sentence Modeling using Suffix Bidirecti…	81.60	2018-05-18
USE_T+CNN	Universal Sentence Encoder	81.59	2018-03-29
STM+TSED+PT+2L	The Pupil Has Become the Master: Teacher-Student …	80.09	2019-05-31
GRU-RNN-WORD2VEC	All-but-the-Top: Simple and Effective Postprocess…	78.26	2017-02-05
SWEM-concat	Baseline Needs More Love: On Simple Word-Embeddin…	78.20	2018-05-24
TM-Glove	Enhancing Interpretable Clauses Semantically usin…	77.51	2021-04-14
Text GCN	Graph Convolutional Networks for Text Classificat…	76.74	2018-09-15
GraphStar	Graph Star Net for Generalized Multi-Task Learning	76.60	2019-06-21
S-LSTM	Sentence-State LSTM for Text Representation	76.20	2018-05-07
SGC	Simplifying Graph Convolutional Networks	75.90	2019-02-19
SGCN	Simplifying Graph Convolutional Networks	75.90	2019-02-19