Question Answering (EM) on FinQA
66.8EMOracle Context
Evaluation results
| Method | Links | |
|---|---|---|
| Oracle ContextComp.=1×2026.06 | 66.8 | |
| FinLongDocAgentPrompting Design=Zero-shot, Input Context=Full document2026.04 | 66.2 | |
| CAS Training (Single-Cartridge / Doc.)Comp.=2×2026.06 | 62.7 | |
| FinQAPTPrompting Design=Few-shot, Input Context=Full document2026.04 | 62 | |
| CAS Training (Single-Cartridge / Doc.)Comp.=5×2026.06 | 57.9 | |
| CAS Training (Single-Cartridge / Doc.)Comp.=10×2026.06 | 50.7 | |
| CAS Training (Single-Cartridge / Doc.)Comp.=20×2026.06 | 45 | |
| CAS Training (Single-Cartridge / Doc.)Comp.=30.2 ± 1.82026.06 | 30.2 | |
| CAS Training (Single-Cartridge / Doc.)Comp.=100×2026.06 | 23 | |
| No ContextComp.=–2026.06 | 2.9 |