Author

Erman Acar

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Preprint Aug 2026

PL-Guard: Probabilistic Logic Reasoning for LLM Guardrails

Results suggest that separating neural grounding from probabilistic symbolic reasoning can expose the safety-helpfulness tradeoff while making the guardrail's intermediate reasoning steps explicit and auditable.

Satchit Chatterji, Shi-Han Wang, G. Sileno et al. · 0 citations

Preprint Aug 2026

How Simple Can It Get? From Interpretable Equations to Readable Rules for Financial Decision Making

Across four financial datasets, it is found that pruning is nearly free and that fidelity can erode faster than predictive performance, allowing simpler rules to remain effective classifiers without faithfully reproducing the original model.

Adia Lumadjeng, Ilker Birbil, Erman Acar · 0 citations