Temporal Question Answering on TRACIE Unstructured
50.3AccuracyNeuro-symbolic (w/o PIS)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Neuro-symbolic (w/o PIS)Model Architecture=Neuro-symbolic, Probabilistic Inconsistency Signal (PIS)=false2026.05 | 50.3 | -49.7 | |
| PISModel Architecture=Neuro-symbolic, Probabilistic Inconsistency Signal (PIS)=true2026.05 | 50.2 | -49.8 | |
| Neural (LLM)Model Architecture=Neural (LLM), Probabilistic Inconsistency Signal (PIS)=false2026.05 | 50.1 | -6.2 | |
| SymbolicModel Architecture=Symbolic, Probabilistic Inconsistency Signal (PIS)=false2026.05 | 50 | -50 |