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SotA/Natural Language Processing/Subjectivity Analysis/SUBJ

Subjectivity Analysis on SUBJ

Metric: Accuracy (higher is better)

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#Model↕Accuracy▼Extra DataPaperDate↕Code
1RoBERTa+DualCL97.34NoDual Contrastive Learning: Text Classification v...2022-01-21Code
2BERT-Base + CLR + LSTM97.3No--Code
3RoBERTa-large 355M + Entailment as Few-shot Learner97.1NoEntailment as Few-Shot Learner2021-04-29Code
4BERT-Base + LSTM96.6No--Code
5AdaSent95.5NoSelf-Adaptive Hierarchical Sentence Model2015-04-20Code
6VLAWE95NoVector of Locally-Aggregated Word Embeddings (VL...2019-02-23Code
7CNN+MCFA94.8NoTranslations as Additional Contexts for Sentence...2018-06-14Code
8byte mLSTM794.7NoA La Carte Embedding: Cheap but Effective Induct...2018-05-14Code
9Byte mLSTM94.6NoLearning to Generate Reviews and Discovering Sen...2017-04-05Code
10USE93.9NoUniversal Sentence Encoder2018-03-29Code
11Capsule-B 93.8NoInvestigating Capsule Networks with Dynamic Rout...2018-03-29Code
12Fast Dropout93.6No---
13SWEM-concat93NoBaseline Needs More Love: On Simple Word-Embeddi...2018-05-24Code
14STM+TSED+PT+2L92.34NoThe Pupil Has Become the Master: Teacher-Student...2019-05-31Code
15GRU-RNN-GLOVE91.85NoAll-but-the-Top: Simple and Effective Postproces...2017-02-05Code
16Llama-3.3-70B + CAPO91.6NoCAPO: Cost-Aware Prompt Optimization2025-04-22Code
17Qwen2.5-32B + CAPO91NoCAPO: Cost-Aware Prompt Optimization2025-04-22Code
18SDAE90.8NoLearning Distributed Representations of Sentence...2016-02-10Code
19Mistral-Small-24B + CAPO81.67NoCAPO: Cost-Aware Prompt Optimization2025-04-22Code