Temporal Question Answering on Synthetic Structured
100AccuracySymbolic
Evaluation Results
| Method | Links | |
|---|---|---|
| SymbolicModel Architecture=Symbolic, Probabilistic Inconsistency Signal (PIS)=false2026.05 | 100 | |
| Neuro-symbolic (w/o PIS)Model Architecture=Neuro-symbolic, Probabilistic Inconsistency Signal (PIS)=false2026.05 | 100 | |
| PISModel Architecture=Neuro-symbolic, Probabilistic Inconsistency Signal (PIS)=true2026.05 | 100 | |
| Neural (LLM)Model Architecture=Neural (LLM), Probabilistic Inconsistency Signal (PIS)=false2026.05 | 56.3 |