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Natural Language Processing
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Subjectivity Analysis
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SUBJ
Subjectivity Analysis on SUBJ
Metric: Accuracy (higher is better)
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#
Model
↕
Accuracy
▼
Extra Data
Paper
Date
↕
Code
1
RoBERTa+DualCL
97.34
No
Dual Contrastive Learning: Text Classification v...
2022-01-21
Code
2
BERT-Base + CLR + LSTM
97.3
No
-
-
Code
3
RoBERTa-large 355M + Entailment as Few-shot Learner
97.1
No
Entailment as Few-Shot Learner
2021-04-29
Code
4
BERT-Base + LSTM
96.6
No
-
-
Code
5
AdaSent
95.5
No
Self-Adaptive Hierarchical Sentence Model
2015-04-20
Code
6
VLAWE
95
No
Vector of Locally-Aggregated Word Embeddings (VL...
2019-02-23
Code
7
CNN+MCFA
94.8
No
Translations as Additional Contexts for Sentence...
2018-06-14
Code
8
byte mLSTM7
94.7
No
A La Carte Embedding: Cheap but Effective Induct...
2018-05-14
Code
9
Byte mLSTM
94.6
No
Learning to Generate Reviews and Discovering Sen...
2017-04-05
Code
10
USE
93.9
No
Universal Sentence Encoder
2018-03-29
Code
11
Capsule-B
93.8
No
Investigating Capsule Networks with Dynamic Rout...
2018-03-29
Code
12
Fast Dropout
93.6
No
-
-
-
13
SWEM-concat
93
No
Baseline Needs More Love: On Simple Word-Embeddi...
2018-05-24
Code
14
STM+TSED+PT+2L
92.34
No
The Pupil Has Become the Master: Teacher-Student...
2019-05-31
Code
15
GRU-RNN-GLOVE
91.85
No
All-but-the-Top: Simple and Effective Postproces...
2017-02-05
Code
16
Llama-3.3-70B + CAPO
91.6
No
CAPO: Cost-Aware Prompt Optimization
2025-04-22
Code
17
Qwen2.5-32B + CAPO
91
No
CAPO: Cost-Aware Prompt Optimization
2025-04-22
Code
18
SDAE
90.8
No
Learning Distributed Representations of Sentence...
2016-02-10
Code
19
Mistral-Small-24B + CAPO
81.67
No
CAPO: Cost-Aware Prompt Optimization
2025-04-22
Code