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ResearchFormerly WizWand

Emotion Classification on TweetEmo (test)

79AccuracyExtra Annotation
42.995252.342661.6971.0374Jul 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Extra AnnotationEvaluation Protocol=ICL, Number of shots (K)=Increased2023.0779
CoTAMEvaluation Protocol=ICL, Number of shots (K)=32023.0777.1
FlipDA++Evaluation Protocol=ICL, Number of shots (K)=32023.0776.7
COTDAEvaluation Protocol=ICL, Number of shots (K)=32023.0776.5
LLM Pseudo LabelEvaluation Protocol=ICL, Number of shots (K)=32023.0775.8
BaseEvaluation Protocol=ICL, Number of shots (K)=32023.0774.5
CoTAMEvaluation Protocol=Fine-tuning, Number of shots (K)=10, Backbone=RoBERTa-Large2023.0772.76
FlipDA++Evaluation Protocol=Fine-tuning, Number of shots (K)=10, Backbone=RoBERTa-Large2023.0770.87
No ExampleEvaluation Protocol=ICL, Number of shots (K)=02023.0769.8
Extra AnnotationEvaluation Protocol=Fine-tuning, Number of shots (K)=Increased, Backbone=RoBERTa-Large2023.0769.51
LLM Pseudo LabelEvaluation Protocol=Fine-tuning, Number of shots (K)=10, Backbone=RoBERTa-Large2023.0769.11
COTDAEvaluation Protocol=Fine-tuning, Number of shots (K)=10, Backbone=RoBERTa-Large2023.0767.76
BaseEvaluation Protocol=Fine-tuning, Number of shots (K)=10, Backbone=RoBERTa-Large2023.0744.38