Table Retrieval on FetaQA
40.1R@1PIPER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PIPERQuery Optimization=true2026.05 | 40.1 | 66 | 78.4 | |
| PIPERQuery Optimization=false2026.05 | 39.5 | 65.4 | 78.3 | |
| pT + QGpT2026.05 | 37.2 | 52.2 | 58.6 | |
| STARFusion strategy=DWF2026.01 | 36.25 | 54.77 | 62.21 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.32026.01 | 36 | 54.92 | 62.21 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.42026.01 | 35.9 | 55.02 | 62.11 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.52026.01 | 35.75 | 54.37 | 61.76 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.22026.01 | 35.4 | 54.22 | 62.51 | |
| pT2026.05 | 35.3 | 50.8 | 57.3 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.62026.01 | 34.9 | 54.12 | 61.16 | |
| CGPT2026.01 | 34.9 | 51.52 | 59.11 | |
| CGPTFine-tuning=No2026.01 | 34.85 | 52.82 | 60.91 | |
| CGPTHard Negative Sampling=No2026.01 | 34.85 | 52.32 | 61.11 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.12026.01 | 34.55 | 53.37 | 62.01 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.72026.01 | 34.1 | 52.92 | 60.51 | |
| QGpT2026.01 | 33.95 | 50.87 | 57.86 | |
| QGpT2026.01 | 33.95 | 50.87 | 57.86 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.82026.01 | 32.65 | 50.72 | 59.11 | |
| STARFusion strategy=FWF, weight of query embeddings (lambda)=0.92026.01 | 31.6 | 48.88 | 57.51 |