Sentiment Classification on MELD (test)
68.5AccuracySENTECON+
Evaluation Results
| Method | Links | |
|---|---|---|
| SENTECON+Interpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=Empath (E)2023.05 | 68.5 | |
| SENTECONInterpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=LIWC (L)2023.05 | 68.1 | |
| SENTECON+Interpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=LIWC (L)2023.05 | 68.1 | |
| MPNetInterpretable?=No, M_theta=Fine-tuned2023.05 | 67.8 | |
| SENTECONInterpretable?=Yes, M_theta=Fine-tuned, Base Lexicon=Empath (E)2023.05 | 67.3 | |
| Pre-trained MPNetInterpretable=No, M_theta=None2023.05 | 65 | |
| SENTECON+Base Lexicon=LIWC, Interpretable=Yes, M_theta=Pre-trained2023.05 | 61.6 | |
| SENTECON+Base Lexicon=Empath, Interpretable=Yes, M_theta=Pre-trained2023.05 | 60.4 | |
| SENTECONBase Lexicon=Empath, Interpretable=Yes, M_theta=Pre-trained2023.05 | 59.2 | |
| SENTECONBase Lexicon=LIWC, Interpretable=Yes, M_theta=Pre-trained2023.05 | 57.6 | |
| Empath+word2vecBase Lexicon=Empath, Interpretable=Yes, M_theta=None2023.05 | 50.8 | |
| LexiconBase Lexicon=LIWC, Interpretable=Yes, M_theta=None2023.05 | 49.5 | |
| LIWC+word2vecBase Lexicon=LIWC, Interpretable=Yes, M_theta=None2023.05 | 49.4 | |
| Majority / meanInterpretable=No, M_theta=None2023.05 | 48.1 | |
| LexiconBase Lexicon=Empath, Interpretable=Yes, M_theta=None2023.05 | 44.4 |