Papers by Witold Kowalczyk
Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication (2026.acl-industry)
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| Challenge: | Legal texts contain computational legal clauses that exceed the semantic complexity of the realworld activities they govern. |
| Approach: | They propose a neuro-symbolic approach to legal adjudication using an LLM . they use a typed graph intermediate representation to translate a legal text into a deterministic contract language . |
| Outcome: | The proposed system reduces compute costs by over 90% in high-volume workflows while satisfying auditability requirements. |