ML Research Wiki / Benchmarks / Subjectivity Analysis / SUBJ

SUBJ

Subjectivity Analysis Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	RoBERTa+DualCL	Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation	97.34	2022-01-21	📦 hiyouga/dual-contrastive-learning 📦 hiyouga/hiyouga
2	RoBERTa-large 355M + Entailment as Few-shot Learner	Entailment as Few-Shot Learner	97.10	2021-04-29	📦 PaddlePaddle/PaddleNLP 📦 sunyilgdx/prompts4keras 📦 cactilab/hateguard
3	AdaSent	Self-Adaptive Hierarchical Sentence Model	95.50	2015-04-20	📦 taoyds/nbsvm_pos
4	VLAWE	Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation	95.00	2019-02-23	📦 raduionescu/vlawe-boswe
5	CNN+MCFA	Translations as Additional Contexts for Sentence Classification	94.80	2018-06-14	📦 rktamplayo/MCFA
6	byte mLSTM7	A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors	94.70	2018-05-14	📦 NLPrinceton/ALaCarte
7	Byte mLSTM	Learning to Generate Reviews and Discovering Sentiment	94.60	2017-04-05	📦 openai/generating-reviews-discovering-sentiment 📦 faramarzmunshi/d2l-nlp
8	USE	Universal Sentence Encoder	93.90	2018-03-29	📦 facebookresearch/InferSent 📦 facebookresearch/SentEval 📦 textflint/textflint
9	Capsule-B	Investigating Capsule Networks with Dynamic Routing for Text Classification	93.80	2018-03-29	📦 andyweizhao/capsule_text_classification 📦 andyweizhao/capsule 📦 abhishek-924/Capsule-Network 📦 kevindeangeli/capsuleNetwork
10	SWEM-concat	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms	93.00	2018-05-24	📦 dinghanshen/SWEM 📦 nyk510/scdv-python

All Papers (16)

Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation

2022

RoBERTa+DualCL

hiyouga/dual-contrastive-learning hiyouga/hiyouga

Entailment as Few-Shot Learner

2021

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

PaddlePaddle/PaddleNLP sunyilgdx/prompts4keras cactilab/hateguard

Self-Adaptive Hierarchical Sentence Model

2015

AdaSent

taoyds/nbsvm_pos

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

2019

VLAWE

raduionescu/vlawe-boswe

Translations as Additional Contexts for Sentence Classification

2018

CNN+MCFA

rktamplayo/MCFA

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

2018

byte mLSTM7

NLPrinceton/ALaCarte

Learning to Generate Reviews and Discovering Sentiment

2017

Byte mLSTM

openai/generating-reviews-discovering-sentiment faramarzmunshi/d2l-nlp

Universal Sentence Encoder

2018

USE

facebookresearch/InferSent facebookresearch/SentEval

Investigating Capsule Networks with Dynamic Routing for Text Classification

2018

Capsule-B

andyweizhao/capsule_text_classification andyweizhao/capsule

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

2018

SWEM-concat

dinghanshen/SWEM nyk510/scdv-python

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-GLOVE

lgalke/vec4ir nlpAThits/WOMBAT

CAPO: Cost-Aware Prompt Optimization

2025

Llama-3.3-70B + CAPO

finitearth/promptolution finitearth/capo

CAPO: Cost-Aware Prompt Optimization

2025

Qwen2.5-32B + CAPO

finitearth/promptolution finitearth/capo

Learning Distributed Representations of Sentences from Unlabelled Data

2016

SDAE

jklafka/noisy-nets

CAPO: Cost-Aware Prompt Optimization

2025

Mistral-Small-24B + CAPO

finitearth/promptolution finitearth/capo

SUBJ

Performance Over Time

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Top Performing Models

All Papers (16)

Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation

Entailment as Few-Shot Learner

Self-Adaptive Hierarchical Sentence Model

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

Translations as Additional Contexts for Sentence Classification

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

Learning to Generate Reviews and Discovering Sentiment

Universal Sentence Encoder

Investigating Capsule Networks with Dynamic Routing for Text Classification

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

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

CAPO: Cost-Aware Prompt Optimization

CAPO: Cost-Aware Prompt Optimization

Learning Distributed Representations of Sentences from Unlabelled Data

CAPO: Cost-Aware Prompt Optimization

Model	Paper	Accuracy	Date
RoBERTa+DualCL	Dual Contrastive Learning: Text Classification vi…	97.34	2022-01-21
RoBERTa-large 355M + Entailment as Few-shot Learner	Entailment as Few-Shot Learner	97.10	2021-04-29
AdaSent	Self-Adaptive Hierarchical Sentence Model	95.50	2015-04-20
VLAWE	Vector of Locally-Aggregated Word Embeddings (VLA…	95.00	2019-02-23
CNN+MCFA	Translations as Additional Contexts for Sentence …	94.80	2018-06-14
byte mLSTM7	A La Carte Embedding: Cheap but Effective Inducti…	94.70	2018-05-14
Byte mLSTM	Learning to Generate Reviews and Discovering Sent…	94.60	2017-04-05
USE	Universal Sentence Encoder	93.90	2018-03-29
Capsule-B	Investigating Capsule Networks with Dynamic Routi…	93.80	2018-03-29
SWEM-concat	Baseline Needs More Love: On Simple Word-Embeddin…	93.00	2018-05-24
STM+TSED+PT+2L	The Pupil Has Become the Master: Teacher-Student …	92.34	2019-05-31
GRU-RNN-GLOVE	All-but-the-Top: Simple and Effective Postprocess…	91.85	2017-02-05
Llama-3.3-70B + CAPO	CAPO: Cost-Aware Prompt Optimization	91.60	2025-04-22
Qwen2.5-32B + CAPO	CAPO: Cost-Aware Prompt Optimization	91.00	2025-04-22
SDAE	Learning Distributed Representations of Sentences…	90.80	2016-02-10
Mistral-Small-24B + CAPO	CAPO: Cost-Aware Prompt Optimization	81.67	2025-04-22