Emotion Classification on EMPATHETICDIALOGUES (test)
86.73AccuracyNHP Context-Free Data Aug.
Evaluation results
| Method | Links | |
|---|---|---|
| NHP Context-Free Data Aug.Domain=ArXiv2026.01 | 86.73 | |
| NSP Context-Aware Data Aug.Domain=ArXiv2026.01 | 86 | |
| NTP Hypernym Baseline Fine-TunedDomain=News2026.01 | 85.88 | |
| NSP Context-Free Data Aug.Domain=News2026.01 | 85.77 | |
| NSP Loss Context-FreeDomain=News2026.01 | 85.75 | |
| NSP Context-Free Data Aug.Domain=ArXiv2026.01 | 85.71 | |
| NHP Loss Context-FreeDomain=ArXiv2026.01 | 85.66 | |
| NSP Context-Aware Data Aug.Domain=News2026.01 | 85.66 | |
| NHP Loss Context-AwareDomain=ArXiv2026.01 | 85.49 | |
| NSP Loss Context-FreeDomain=YouTube2026.01 | 85.13 | |
| NSP Loss Context-AwareDomain=YouTube2026.01 | 85.04 | |
| NSP Loss Context-AwareDomain=Combined2026.01 | 84.93 | |
| NSP Context-Free Data Aug.Domain=YouTube2026.01 | 84.93 | |
| NTP Hypernym Baseline Fine-TunedDomain=ArXiv2026.01 | 84.76 | |
| NSP Loss Context-AwareDomain=ArXiv2026.01 | 84.25 | |
| NHP Loss Context-AwareDomain=Combined2026.01 | 84.25 | |
| NHP Context-Free Data Aug.Domain=News2026.01 | 84.14 | |
| NSP Loss Context-FreeDomain=ArXiv2026.01 | 84.03 | |
| NHP Context-Aware Data Aug.Domain=News2026.01 | 83.97 | |
| NTP Synonym Baseline Fine-TunedDomain=Combined2026.01 | 83.8 | |
| NTP Synonym Baseline Fine-TunedDomain=ArXiv2026.01 | 83.13 | |
| NHP Context-Free Data Aug.Domain=YouTube2026.01 | 83.01 | |
| NTP Hypernym Baseline Fine-TunedDomain=YouTube2026.01 | 82.62 | |
| NSP Loss Context-AwareDomain=News2026.01 | 81.83 | |
| NHP Loss Context-FreeDomain=News2026.01 | 81.61 | |
| NTP Synonym Baseline Fine-TunedDomain=YouTube2026.01 | 81.55 | |
| NHP Context-Aware Data Aug.Domain=Combined2026.01 | 81.1 | |
| NHP Context-Aware Data Aug.Domain=ArXiv2026.01 | 80.93 | |
| NHP Loss Context-AwareDomain=YouTube2026.01 | 80.43 | |
| NSP Context-Aware Data Aug.Domain=Combined2026.01 | 80.37 | |
| NSP Context-Free Data Aug.Domain=Combined2026.01 | 79.25 | |
| NHP Context-Free Data Aug.Domain=Combined2026.01 | 79.13 | |
| NHP Context-Aware Data Aug.Domain=YouTube2026.01 | 79.02 | |
| Base Model Fine-TunedFine-Tuned=true2026.01 | 78.52 | |
| NHP Loss Context-AwareDomain=News2026.01 | 78.46 | |
| NHP Loss Context-FreeDomain=YouTube2026.01 | 77.67 | |
| NSP Context-Aware Data Aug.Domain=YouTube2026.01 | 77.62 | |
| NTP Hypernym Baseline Fine-TunedDomain=Combined2026.01 | 77.62 | |
| NHP Loss Context-FreeDomain=Combined2026.01 | 77.45 | |
| NTP Synonym Baseline Fine-TunedDomain=News2026.01 | 75.48 | |
| NSP Loss Context-FreeDomain=Combined2026.01 | 75.14 | |
| Base ModelZero-Shot=true2026.01 | 56.81 | |
| CASEword embeddings=GloVe2022.08 | 40.2 | |
| CEMword embeddings=GloVe2022.08 | 37.3 | |
| Multi-TRSword embeddings=GloVe2022.08 | 34.7 | |
| KEMPword embeddings=GloVe2022.08 | 34.1 | |
| MoELword embeddings=GloVe2022.08 | 32.2 | |
| EmpDGword embeddings=GloVe2022.08 | 31.4 | |
| MIMEword embeddings=GloVe2022.08 | 29.6 |