Papers with precision measures
PInKS: Preconditioned Commonsense Inference with Minimal Supervision (2022.aacl-main)
Copied to clipboard
| Challenge: | Existing models for reasoning with preconditions lack data on the problem and lack of support for such reasoning. |
| Approach: | They propose to improve the model for reasoning with preconditions through minimum supervision by PAC-Bayesian informativeness analysis and precision measures. |
| Outcome: | The proposed model improves on benchmarks focused on reasoning with the preconditions of commonsense knowledge (up to 40% Macro-F1 scores) it also improves inferences on PAC-Bayesian informativeness analysis, precision measures, and ablation studies. |