Cross-lingual Aspect-Based Sentiment Analysis on SemEval 2016
67.44FR ScoreSUPERVISED
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SUPERVISEDBackbone=XLM-R2025.02 | 67.44 | 71.93 | 64.28 | 64.93 | 67.15 | |
| MSMO-DISTILL-MBackbone=XLM-R2025.02 | 63.89 | 69.93 | 65.15 | 63.2 | 65.54 | |
| CL-XABSA-DISTILL-MBackbone=XLM-R2025.02 | 62.1 | 69.37 | 64.27 | 62.29 | 64.51 | |
| SUPERVISEDBackbone=mBERT2025.02 | 61.8 | 67.88 | 56.8 | 58.87 | 61.34 | |
| MSMO-DISTILL-SBackbone=XLM-R2025.02 | 61.69 | 70.16 | 63.58 | 62.96 | 64.25 | |
| CL-XABSA-DISTILL-SBackbone=XLM-R2025.02 | 61.2 | 69.13 | 63.01 | 61.37 | 63.68 | |
| MSMOBackbone=XLM-R2025.02 | 61.01 | 69.74 | 63.26 | 62.52 | 64.13 | |
| ACS-DISTILL-SBackbone=XLM-R2025.02 | 61 | 68.93 | 62.89 | 60.97 | 63.45 | |
| Equi-XABSABackbone=XLM-R2025.02 | 60.68 | 69.56 | 61.31 | 62.34 | 63.47 | |
| ACS-DISTILL-MBackbone=XLM-R2025.02 | 59.9 | 69.24 | 63.74 | 62.02 | 63.73 | |
| CL-XABSA (TL)Backbone=XLM-R2025.02 | 59.47 | 64.63 | 59.4 | 61.13 | 61.16 | |
| ACSBackbone=XLM-R2025.02 | 59.39 | 67.32 | 62.83 | 60.81 | 62.59 | |
| CL-XABSA (SL)Backbone=XLM-R2025.02 | 58.1 | 64.85 | 59.75 | 58.84 | 60.39 | |
| ZERO-SHOTBackbone=XLM-R2025.02 | 56.43 | 67.1 | 59.03 | 56.8 | 59.84 | |
| MSMO-DISTILL-MBackbone=mBERT2025.02 | 54.39 | 64.59 | 54.14 | 54.89 | 56.94 | |
| MSMO-DISTILL-SBackbone=mBERT2025.02 | 53.58 | 63.8 | 53.97 | 54.47 | 56.46 | |
| CL-XABSA-DISTILL-MBackbone=mBERT2025.02 | 52.99 | 63.54 | 53.52 | 53.98 | 56.01 | |
| CL-XABSA-DISTILL-SBackbone=mBERT2025.02 | 52.76 | 62.54 | 53.38 | 53.48 | 55.27 | |
| ACS-DISTILL-MBackbone=mBERT2025.02 | 52.25 | 62.91 | 53.4 | 54.58 | 55.79 | |
| ACS-DISTILL-SBackbone=mBERT2025.02 | 52.23 | 62.04 | 52.72 | 53 | 55 | |
| MSMOBackbone=mBERT2025.02 | 51.42 | 63.26 | 52.68 | 53.45 | 55.2 | |
| CL-XABSA (TL)Backbone=mBERT2025.02 | 50.55 | 60.09 | 52.45 | 50.73 | 53.46 | |
| Equi-XABSABackbone=mBERT2025.02 | 50.08 | 63.08 | 51.85 | 52.59 | 54.4 | |
| CL-XABSA (SL)Backbone=mBERT2025.02 | 49.75 | 60.12 | 49.34 | 50.1 | 52.32 | |
| ACSBackbone=mBERT2025.02 | 49.65 | 59.99 | 51.19 | 52.09 | 53.23 | |
| BILINGUAL-TABackbone=XLM-R2025.02 | 49.34 | 61.87 | 58.64 | 52.89 | 55.69 | |
| TRANSLATION-TABackbone=XLM-R2025.02 | 47 | 58.1 | 56.19 | 50.34 | 52.91 | |
| ZERO-SHOTBackbone=mBERT2025.02 | 45.6 | 57.32 | 42.68 | 36.01 | 45.4 | |
| BILINGUAL-TABackbone=mBERT2025.02 | 41 | 51.23 | 49.72 | 43.67 | 46.41 | |
| TRANSLATION-TABackbone=mBERT2025.02 | 40.76 | 50.74 | 47.13 | 41.67 | 45.08 |