Temporal Question Answering on TimeX-NLI Semi-structured
75.1AccuracyPIS
Evaluation results
| Method | Links | |
|---|---|---|
| PISModel Architecture=Neuro-symbolic, Probabilistic Inconsistency Signal (PIS)=true2026.05 | 75.1 | |
| Neuro-symbolic (w/o PIS)Model Architecture=Neuro-symbolic, Probabilistic Inconsistency Signal (PIS)=false2026.05 | 68.4 | |
| SymbolicModel Architecture=Symbolic, Probabilistic Inconsistency Signal (PIS)=false2026.05 | 63.2 | |
| Neural (LLM)Model Architecture=Neural (LLM), Probabilistic Inconsistency Signal (PIS)=false2026.05 | 55 |