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ResearchFormerly WizWand

Intent Classification on CLINC150

98.45AccuracyTOATOD
91.523693.321895.1296.9182May 4, 2023Oct 24, 2023Apr 15, 2024Oct 5, 2024Mar 28, 2025Sep 17, 2025Mar 10, 2026
Updated 7mo ago

Evaluation results

MethodLinks
TOATODVariant=small, Training=Full2023.0598.45
TOATODVariant=base, Training=Full2023.0598.01
SPACEApproach Type=Classification-based, Fine-tuning status=fine-tuned on each downstream dataset individually2026.0397.89
SPACE 2.0Training=Full2023.0597.8
ConvFiTApproach Type=Classification-based2026.0397.34
Example+ObserverApproach Type=Classification-based2026.0397.31
ESAinsTODApproach Type=Generation-based, Backbone=Llama 2 7B2026.0397.31
Llama 2 7BApproach Type=Generation-based, Backbone=Llama 2 7B, Fine-tuning status=FT2026.0397.29
USE+CONVERTTraining=Full2023.0597.16
USE+ConvRTApproach Type=Classification-based2026.0397.16
PPTODApproach Type=Generation-based, Fine-tuning status=fine-tuned on each downstream dataset individually2026.0397.13
ConvBERT+Pre+MultiTraining=Full2023.0597.11
ConvBERTApproach Type=Classification-based2026.0397.07
BERT-DGTraining=Full2023.0595.98
cist-dial (mslm)Training=Full2023.0595.8
USETraining=Full2023.0595.06
BERT-FIXEDTraining=Full2023.0591.79