Aspect Extraction and Sentiment Classification on 14lap (test)
78.34F1 ScoreSDGCN-BERT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDGCN-BERTInitialized embeddings=BERT-base2021.06 | 78.34 | — | — | 81.35 | |
| AEN-BERTInitialized embeddings=BERT-base2021.06 | 76.31 | — | — | 79.93 | |
| HDGCNInitialized embeddings=BERT-base2021.06 | 75.48 | — | — | 79.15 | |
| BERT-PTInitialized embeddings=BERT-base2021.06 | 75.08 | — | — | 78.07 | |
| HDGCNInitialized embeddings=GloVe2021.06 | 73.18 | — | — | 76.8 | |
| AESC-ContraBackbone=T5, Contrastive Pre-training=true2023.10 | 73.1 | — | — | — | |
| ASGCN-DGInitialized embeddings=GloVe2021.06 | 71.05 | — | — | 75.55 | |
| SentiPrompt2023.10 | 70.8 | — | — | — | |
| TNet-LFInitialized embeddings=GloVe2021.06 | 70.14 | — | — | 74.61 | |
| AESC-BaseBackbone=T5, Contrastive Pre-training=false2023.10 | 70.1 | — | — | — | |
| ASGCN-DTInitialized embeddings=GloVe2021.06 | 69.24 | — | — | 74.14 | |
| EHG2023.10 | 68.5 | — | — | — | |
| Unified-BART-ABSA2023.10 | 68.2 | — | — | — | |
| AOAInitialized embeddings=GloVe2021.06 | 67.52 | — | — | 72.62 | |
| ASCNNInitialized embeddings=GloVe2021.06 | 66.72 | — | — | 72.62 | |
| GAS-R2023.10 | 65.8 | — | — | — | |
| Dual-MRCBackbone=BERT-Base-Uncased2021.01 | 64.59 | 67.45 | 61.96 | — | |
| Li-unified-RTagging Schema=unified tagging2021.01 | 63.38 | 66.28 | 60.71 | — | |
| Peng-two-stageTagging Schema=unified tagging2021.01 | 62.34 | 63.15 | 61.55 | — | |
| CMLA2021.01 | 56.9 | 54.7 | 59.2 | — | |
| ChatGPT2023.10 | 54.1 | — | — | — | |
| RINANTE2021.01 | 36.7 | 41.2 | 33.2 | — |