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Models/STM+TSED+PT+2L

STM+TSED+PT+2L

Reported on 8 benchmarks across 4 tasks · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing7 results

Sentiment AnalysisonMPQA
Accuracy· 2019-05-31
89.83
best: 90.8 (RoBERTa-large 355M + Entailment as Few-shot Learner)
SOTA
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095
Sentiment AnalysisonCR
Accuracy· 2019-05-31
82.73
best: 93.54 (AnglE-LLaMA-7B)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095
Sentiment AnalysisonMR
Accuracy· 2019-05-31
80.09
best: 93.3 (VLAWE)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095
Sentiment AnalysisonSST-5 Fine-grained classification
Accuracy· 2019-05-31
49.14
best: 62.27 (Llama-3.3-70B + CAPO)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095
Sentiment AnalysisonSST-2 Binary classification
Accuracy· 2019-05-31
86.95
best: 97.5 (T5-11B)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095
Subjectivity AnalysisonSUBJ
Accuracy· 2019-05-31
92.34
best: 97.34 (RoBERTa+DualCL)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095
Text ClassificationonTREC-6
Error· 2019-05-31
7.04
best: 0.4 (Automatic Label Error Correction)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095

Methodology1 result

ClassificationonTREC-6
Error· 2019-05-31
7.04
best: 0.4 (Automatic Label Error Correction)
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning arXiv:1906.00095