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Sentiment Classification on MELD (test)

68.5AccuracySENTECON+
43.43649.94356.4562.957May 24, 2023

Evaluation results

MethodLinks
SENTECON+Interpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=Empath (E)2023.0568.5
SENTECONInterpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=LIWC (L)2023.0568.1
SENTECON+Interpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=LIWC (L)2023.0568.1
MPNetInterpretable?=No, M_theta=Fine-tuned2023.0567.8
SENTECONInterpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=Empath (E)2023.0567.3
Pre-trained MPNetInterpretable=No, M_theta=None2023.0565
SENTECON+Base Lexicon=LIWC, Interpretable=Yes, M_theta=Pre-trained2023.0561.6
SENTECON+Base Lexicon=Empath, Interpretable=Yes, M_theta=Pre-trained2023.0560.4
SENTECONBase Lexicon=Empath, Interpretable=Yes, M_theta=Pre-trained2023.0559.2
SENTECONBase Lexicon=LIWC, Interpretable=Yes, M_theta=Pre-trained2023.0557.6
Empath+word2vecBase Lexicon=Empath, Interpretable=Yes, M_theta=None2023.0550.8
LexiconBase Lexicon=LIWC, Interpretable=Yes, M_theta=None2023.0549.5
LIWC+word2vecBase Lexicon=LIWC, Interpretable=Yes, M_theta=None2023.0549.4
Majority / meanInterpretable=No, M_theta=None2023.0548.1
LexiconBase Lexicon=Empath, Interpretable=Yes, M_theta=None2023.0544.4