Question Answering on ClimaQA
82.53AccuracyAttribution
Evaluation Results
| Method | Links | |
|---|---|---|
| AttributionIteration=Iter. 2, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 82.53 | |
| AttributionIteration=Iter. 1, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 82.19 | |
| TSDSIteration=Iter. 1, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 81.85 | |
| TSDSIteration=Iter. 1, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 81.85 | |
| EVOSELECTIteration=Iter. 1, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 81.85 | |
| DiversityIteration=Iter. 2, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 81.85 | |
| TSDSIteration=Iter. 2, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 81.51 | |
| EVOSELECTIteration=Iter. 2, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 81.51 | |
| DiversityIteration=Iter. 1, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 81.16 | |
| Attr-DivIteration=Iter. 1, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 81.16 | |
| Attr-DivIteration=Iter. 1, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 81.16 | |
| TSDSIteration=Iter. 2, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 81.16 | |
| EVOSELECTIteration=Iter. 1, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 80.82 | |
| DiversityIteration=Iter. 2, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 80.82 | |
| EVOSELECTIteration=Iter. 2, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 80.82 | |
| RandomIteration=Iter. 1, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 80.48 | |
| DiversityIteration=Iter. 1, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 80.48 | |
| RandomIteration=Iter. 2, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 80.48 | |
| RandomIteration=Iter. 1, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 80.14 | |
| RandomIteration=Iter. 2, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 80.14 | |
| AllIteration=Iter. 1, Model Scale=14b base model2026.04 | 79.79 | |
| AllIteration=Iter. 2, Model Scale=14b base model2026.04 | 79.79 | |
| Attr-DivIteration=Iter. 2, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 79.79 | |
| BaseModel Scale=14b base model2026.04 | 79.45 | |
| AttributionIteration=Iter. 2, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 79.45 | |
| Attr-DivIteration=Iter. 2, Selection Ratio=0.2, Model Scale=14b base model2026.04 | 79.45 | |
| AttributionIteration=Iter. 1, Selection Ratio=0.5, Model Scale=14b base model2026.04 | 79.11 | |
| EVOSELECTIteration=1, Selection Ratio=0.5, Base Model=3b base model2026.04 | 75.68 | |
| AttributionIteration=2, Selection Ratio=0.5, Base Model=3b base model2026.04 | 75.34 | |
| AttributionIteration=1, Selection Ratio=0.5, Base Model=3b base model2026.04 | 75 | |
| EVOSELECTIteration=2, Selection Ratio=0.5, Base Model=3b base model2026.04 | 75 | |
| RandomIteration=1, Selection Ratio=0.2, Base Model=3b base model2026.04 | 74.66 | |
| AllIteration=2, Selection Ratio=1.0, Base Model=3b base model2026.04 | 74.66 | |
| DiversityIteration=2, Selection Ratio=0.5, Base Model=3b base model2026.04 | 74.66 | |
| EVOSELECTIteration=2, Selection Ratio=0.2, Base Model=3b base model2026.04 | 74.32 | |
| DiversityIteration=1, Selection Ratio=0.5, Base Model=3b base model2026.04 | 73.97 | |
| EVOSELECTIteration=1, Selection Ratio=0.2, Base Model=3b base model2026.04 | 73.97 | |
| BaseIteration=0, Selection Ratio=N/A, Base Model=3b base model2026.04 | 73.29 | |
| AllIteration=1, Selection Ratio=1.0, Base Model=3b base model2026.04 | 73.29 | |
| Attr-DivIteration=2, Selection Ratio=0.5, Base Model=3b base model2026.04 | 73.29 | |
| TSDSIteration=1, Selection Ratio=0.5, Base Model=3b base model2026.04 | 72.95 | |
| RandomIteration=1, Selection Ratio=0.5, Base Model=3b base model2026.04 | 72.6 | |
| TSDSIteration=2, Selection Ratio=0.5, Base Model=3b base model2026.04 | 72.6 | |
| TSDSIteration=1, Selection Ratio=0.2, Base Model=3b base model2026.04 | 71.58 | |
| RandomIteration=2, Selection Ratio=0.2, Base Model=3b base model2026.04 | 71.58 | |
| TSDSIteration=2, Selection Ratio=0.2, Base Model=3b base model2026.04 | 71.58 | |
| DiversityIteration=2, Selection Ratio=0.2, Base Model=3b base model2026.04 | 71.23 | |
| Attr-DivIteration=2, Selection Ratio=0.2, Base Model=3b base model2026.04 | 71.23 | |
| AttributionIteration=1, Selection Ratio=0.2, Base Model=3b base model2026.04 | 70.89 | |
| DiversityIteration=1, Selection Ratio=0.2, Base Model=3b base model2026.04 | 70.55 | |
| RandomIteration=2, Selection Ratio=0.5, Base Model=3b base model2026.04 | 70.55 | |
| Attr-DivIteration=1, Selection Ratio=0.2, Base Model=3b base model2026.04 | 70.21 | |
| Attr-DivIteration=1, Selection Ratio=0.5, Base Model=3b base model2026.04 | 70.21 | |
| AttributionIteration=2, Selection Ratio=0.2, Base Model=3b base model2026.04 | 69.86 |