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SotA/Natural Language Processing/Sentiment Analysis/MR

Sentiment Analysis on MR

Metric: Accuracy (higher is better)

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#Model↕Accuracy▼Extra DataPaperDate↕Code
1VLAWE93.3NoVector of Locally-Aggregated Word Embeddings (VL...2019-02-23Code
2RoBERTa-large 355M + Entailment as Few-shot Learner92.5NoEntailment as Few-Shot Learner2021-04-29Code
3AnglE-LLaMA-7B91.09NoAnglE-optimized Text Embeddings2023-09-22Code
4byte mLSTM786.8NoA La Carte Embedding: Cheap but Effective Induct...2018-05-14Code
5MEAN84.5NoA Multi-sentiment-resource Enhanced Attention Ne...2018-07-13-
6RNN-Capsule83.8No--Code
7Capsule-B 82.3NoInvestigating Capsule Networks with Dynamic Rout...2018-03-29Code
8SuBiLSTM-Tied81.6NoImproved Sentence Modeling using Suffix Bidirect...2018-05-18-
9USE_T+CNN 81.59NoUniversal Sentence Encoder2018-03-29Code
10STM+TSED+PT+2L80.09NoThe Pupil Has Become the Master: Teacher-Student...2019-05-31Code
11GRU-RNN-WORD2VEC78.26NoAll-but-the-Top: Simple and Effective Postproces...2017-02-05Code
12SWEM-concat78.2NoBaseline Needs More Love: On Simple Word-Embeddi...2018-05-24Code
13TM-Glove77.51NoEnhancing Interpretable Clauses Semantically usi...2021-04-14Code
14Text GCN76.74NoGraph Convolutional Networks for Text Classifica...2018-09-15Code
15GraphStar76.6NoGraph Star Net for Generalized Multi-Task Learning2019-06-21Code
16S-LSTM76.2NoSentence-State LSTM for Text Representation2018-05-07Code
17SGC75.9NoSimplifying Graph Convolutional Networks2019-02-19Code
18SGCN75.9NoSimplifying Graph Convolutional Networks2019-02-19Code