Reasoning Component Classification on RC labeled corpus 4-class scheme
68.5AccuracyTF-IDF + Logistic Regression
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TF-IDF + Logistic Regression2026.04 | 68.5 | 38 | 38.8 | 38.1 | |
| RoBERTa-baseData Augmentation=LLM-generated synthetic examples2026.04 | 64.9 | 39.5 | 44.6 | 39.6 | |
| GPT-5.4Evaluation Protocol=Zero-shot2026.04 | 57.7 | 45 | 56.9 | 41.2 | |
| RoBERTa-baseData Augmentation=None2026.04 | 47.7 | 41.9 | 42.2 | 34.5 |