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ResearchFormerly WizWand

Paraphrase Identification on PAWS-X (test)

91.4AccuracyFILTER
53.200863.117973.03582.9521Sep 10, 2020Aug 18, 2021Jul 27, 2022Jul 4, 2023Jun 11, 2024May 19, 2025Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FILTERProtocol=Translate-train, Learning approach=Self-Teaching2020.0991.4
FILTERProtocol=Translate-train2020.0991.2
XLM-RProtocol=Translate-train, Learning approach=multi-task2020.0990.4
mBERTProtocol=Translate-train, Learning approach=multi-task2020.0988.9
X-STILTSProtocol=Cross-lingual zero-shot transfer2020.0987.9
XLM-RProtocol=Cross-lingual zero-shot transfer2020.0986.4
mBERTProtocol=Translate-train2020.0986.3
mBERTProtocol=Cross-lingual zero-shot transfer2020.0981.9
XLMProtocol=Cross-lingual zero-shot transfer2020.0980.9
KOMBO_JamoTokenization=Jamo, Vocab Size=1702026.0470.88
BERTTokenization=Subword, Vocab Size=32K2026.0468.88
BERTTokenization=Character, Vocab Size=2K2026.0468.7
BERTTokenization=MorSubword, Vocab Size=32K2026.0468.14
BERTTokenization=Morpheme, Vocab Size=32K2026.0466.66
KOMBO_CjiTokenization=Cji, Vocab Size=1362026.0466.11
KOMBO_StrokeTokenization=Stroke, Vocab Size=1302026.0463.79
KOMBO_BTSTokenization=BTS, Vocab Size=1122026.0462.49
BERTTokenization=Word, Vocab Size=64K2026.0461.16
BERTTokenization=Jamo, Vocab Size=1702026.0459.09
BERTTokenization=BTS, Vocab Size=1122026.0455.33
BERTTokenization=Stroke, Vocab Size=1302026.0454.67
BERTTokenization=Cji, Vocab Size=1362026.0454.67