UDALM: Unsupervised Domain Adaptation through Language Modeling

Reported on 5 benchmarks across 1 task · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing5 results

Sentiment AnalysisonMulti-Domain Sentiment Dataset
Average· 2021-04-14
91.74
SOTA
UDALM: Unsupervised Domain Adaptation through Language Modeling arXiv:2104.07078
Sentiment AnalysisonMulti-Domain Sentiment Dataset
Books· 2021-04-14
90.63
SOTA
UDALM: Unsupervised Domain Adaptation through Language Modeling arXiv:2104.07078
Sentiment AnalysisonMulti-Domain Sentiment Dataset
DVD· 2021-04-14
89.78
SOTA
UDALM: Unsupervised Domain Adaptation through Language Modeling arXiv:2104.07078
Sentiment AnalysisonMulti-Domain Sentiment Dataset
Kitchen· 2021-04-14
93.77
SOTA
UDALM: Unsupervised Domain Adaptation through Language Modeling arXiv:2104.07078
Sentiment AnalysisonMulti-Domain Sentiment Dataset
Electronics· 2021-04-14
92.78
best: 8506 (Distributional Correspondence Indexing)
UDALM: Unsupervised Domain Adaptation through Language Modeling arXiv:2104.07078