Embedding-to-Abstract Reconstruction on PubMedRCT (test)
87Semantic ConsistencyctELM
Evaluation results
| Method | Links | |
|---|---|---|
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=1P-2E, Repetition Penalty=1.22026.01 | 87 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=2P-1E, Repetition Penalty=1.22026.01 | 87 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=2P-1E, Repetition Penalty=1.22026.01 | 86 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=1P-1E, Repetition Penalty=1.22026.01 | 86 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=2P-1E, Repetition Penalty=12026.01 | 86 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=1P-2E, Repetition Penalty=12026.01 | 85 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=1P-2E, Repetition Penalty=1.22026.01 | 84 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=2P-1E, Repetition Penalty=12026.01 | 84 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=1P-1E, Repetition Penalty=12026.01 | 84 | |
| ctELMData Size=190K, Number of Training Tasks=1-task, Training Strategy=1P-1E, Repetition Penalty=1.22026.01 | 83 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=1P-1E, Repetition Penalty=1.22026.01 | 83 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=1P-2E, Repetition Penalty=12026.01 | 83 | |
| ctELMData Size=190K, Number of Training Tasks=5-task, Training Strategy=1P-1E, Repetition Penalty=1.22026.01 | 83 | |
| Vec2Text-sectRepetition Penalty=1.22026.01 | 82 | |
| Vec2Text-sect-ftRepetition Penalty=1.22026.01 | 82 | |
| ctELMData Size=190K, Number of Training Tasks=1-task, Training Strategy=1P-1E, Repetition Penalty=12026.01 | 82 | |
| ctELMData Size=190K, Number of Training Tasks=5-task, Training Strategy=1P-1E, Repetition Penalty=12026.01 | 82 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=1P-1E, Repetition Penalty=12026.01 | 81 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=1P-2E2026.01 | 81 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=2P-1E2026.01 | 81 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=2P-1E2026.01 | 80 | |
| ctELMData Size=1.2M, Number of Training Tasks=5-task, Training Strategy=1P-1E2026.01 | 80 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=1P-2E2026.01 | 78 | |
| Vec2Text-ftRepetition Penalty=1.22026.01 | 77 | |
| ctELMData Size=190K, Number of Training Tasks=3-task, Training Strategy=1P-1E2026.01 | 77 | |
| ctELMData Size=190K, Number of Training Tasks=5-task, Training Strategy=1P-1E2026.01 | 77 | |
| Vec2TextRepetition Penalty=1.22026.01 | 70 |