Sentiment Analysis on ChnSentiCorp (dev)
96.1AccuracyERNIE 2.0
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ERNIE 2.0Model Version=ERNIE 2.0, Model Scale=LARGE2019.07 | 96.1 | — | — | |
| RoBERTa-wwm-extSize=Large, Whole Word Masking=True, extended=True2020.04 | 95.8 | — | — | |
| RoBERTaModel Scale=Large, Pre-train Data=Extended2021.06 | 95.8 | — | — | |
| ChineseBERTModel Scale=Large, Pre-train Data=Standard2021.06 | 95.8 | — | — | |
| RoBERTa-wwmModel Scale=Large2019.06 | 95.8 | — | — | |
| ERNIE 2.0Model Version=ERNIE 2.0, Model Scale=BASE2019.07 | 95.7 | — | — | |
| MacBERTSize=Large2020.04 | 95.7 | — | — | |
| MacBERTModel Scale=Large, Pre-train Data=Standard2021.06 | 95.7 | — | — | |
| MacBERTModel Scale=Large2019.06 | 95.7 | — | — | |
| ChineseBERTModel Scale=Base, Pre-train Data=Standard2021.06 | 95.6 | — | — | |
| BERT-wwm-extWhole Word Masking=True, extended=True2020.04 | 95.4 | — | — | |
| BERTModel Scale=Base, Pre-train Data=Standard2021.06 | 95.4 | — | — | |
| BERTModel Scale=Base, Pre-train Data=Extended2021.06 | 95.4 | — | — | |
| BERT-wwm-extModel Scale=Base2019.06 | 95.4 | — | — | |
| ERNIE2019.04 | 95.2 | — | — | |
| ERNIE 1.0Model Version=ERNIE 1.0, Model Scale=BASE2019.07 | 95.2 | — | — | |
| MacBERTSize=Base2020.04 | 95.2 | — | — | |
| ELECTRASize=Large2020.04 | 95.2 | — | — | |
| MacBERTModel Scale=Base, Pre-train Data=Standard2021.06 | 95.2 | — | — | |
| MacBERTModel Scale=Base2019.06 | 95.2 | — | — | |
| ELECTRAModel Scale=Large2019.06 | 95.2 | — | — | |
| BERT-wwmWhole Word Masking=True2020.04 | 95.1 | — | — | |
| ERNIEModel Scale=Base, Pre-train Data=Standard2021.06 | 95.1 | — | — | |
| BERT-wwmModel Scale=Base2019.06 | 95.1 | — | — | |
| RoBERTaModel Scale=Base, Pre-train Data=Extended2021.06 | 95 | — | — | |
| RoBERTa-wwm-extSize=Base, Whole Word Masking=True, extended=True2020.04 | 94.9 | — | — | |
| RoBERTa-wwmModel Scale=Base2019.06 | 94.9 | — | — | |
| BERTSize=Base2020.04 | 94.7 | — | — | |
| BERTModel Scale=Base2019.06 | 94.7 | — | — | |
| BERT2019.04 | 94.6 | — | — | |
| BERTModel Version=BERT, Model Scale=BASE2019.07 | 94.6 | — | — | |
| ELECTRASize=Base2020.04 | 93.8 | — | — | |
| ELECTRAModel Scale=Base2019.06 | 93.8 | — | — | |
| BERTScale=base2022.03 | — | 95.4 | 94.6 | |
| BERTModel size=base2022.11 | — | 95.4 | 94.6 | |
| ELECTRAScale=base2022.03 | — | 93.8 | 93 | |
| ELECTRAScale=large2022.03 | — | 95.2 | 94.6 | |
| ELECTRAModel size=base2022.11 | — | 93.8 | 93 | |
| ELECTRAModel size=large2022.11 | — | 95.2 | 94.6 | |
| LERTModel size=base2022.11 | — | 94.9 | 94.7 | |
| LERTModel size=large2022.11 | — | 95.6 | 94.9 | |
| MacBERTScale=base2022.03 | — | 95.2 | 94.8 | |
| MacBERTScale=large2022.03 | — | 95.7 | 95 | |
| MacBERTModel size=base2022.11 | — | 95.2 | 94.8 | |
| MacBERTModel size=large2022.11 | — | 95.7 | 95 | |
| PERTScale=base2022.03 | — | 94 | 93.7 | |
| PERTScale=large2022.03 | — | 94.5 | 94 | |
| PERTModel size=base2022.11 | — | 94 | 93.7 | |
| PERTModel size=large2022.11 | — | 94.5 | 94 | |
| RoBERTaScale=base2022.03 | — | 94.9 | 94.6 | |
| RoBERTaScale=large2022.03 | — | 95.8 | 94.9 | |
| RoBERTaModel size=base2022.11 | — | 95.3 | 94.8 | |
| RoBERTaModel size=large2022.11 | — | 95.8 | 94.9 |