Uncertainty Quantification on ARC-E
17,290Training Memory (MB)ScalaBL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ScalaBLLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 17,290 | 16,552 | 52 | |
| C-LoRALoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 18,338 | 17,102 | 60 | |
| MLELoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,474 | 17,298 | 8 | |
| LoRA-LA-LLLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,474 | 16,313 | 32 | |
| LoRA-LALoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,474 | 42,766 | 40 | |
| PoLAR-MLELoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,556 | 17,150 | 7 | |
| PoLAR-LA-LLLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,556 | 18,074 | 30 | |
| PoLAR-LALoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,556 | 40,737 | 38 | |
| LoRA-VBLLLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,560 | 17,764 | 8 | |
| PoLAR-BLoBLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 19,738 | 19,830 | 80 | |
| PoLAR-VBLLLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 20,178 | 18,423 | 12 | |
| LoRA-BLoBLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 20,972 | 18,762 | 89 | |
| TFBLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 20,972 | 24,432 | 90 | |
| TFB-LLLoRA rank=8, batch size=4, LoRA targets=[q_proj, v_proj]2026.04 | 20,972 | 22,306 | 80 |