Natural Language Processing on NLP-LR
47.6AccuracyTTT+CT-KV
Evaluation results
| Method | Links | |
|---|---|---|
| TTT+CT-KVTraining time per task (s)=3722025.07 | 47.6 | |
| CT-KVTraining time per task (s)=1452025.07 | 44.2 | |
| TTTTraining time per task (s)=3422025.07 | 44.1 | |
| CT-PromptTraining time per task (s)=2282025.07 | 43.2 | |
| DoRATraining time per task (s)=1612025.07 | 42.9 | |
| LoRATraining time per task (s)=1562025.07 | 42.8 | |
| Prefix TuningTraining time per task (s)=123, m=322025.07 | 42 | |
| Rank-Stabilized LoRATraining time per task (s)=1432025.07 | 41.7 | |
| Prompt TuningTraining time per task (s)=147, m=322025.07 | 41.4 | |
| Prefix TuningTraining time per task (s)=144, m=# demo2025.07 | 41.1 | |
| Prompt TuningTraining time per task (s)=231, m=# demo2025.07 | 38.8 | |
| ICLTraining time per task (s)=0, Evaluation protocol=In-Context Learning2025.07 | 35.6 | |
| Zero-ShotTraining time per task (s)=0, Evaluation protocol=Zero-Shot2025.07 | 34.9 |