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cs.CL2026
Schematize: An Agentic System for Generating and Refining Information-Extraction Schemas for Legal Research
Albert Sawczyn, Jakub Binkowski, Kamil Tagowski +3
Empirical legal research often relies on turning research questions into structured data extracted from large collections of rulings and judgments. Designing the extraction schema…
cs.CL2026
Attention Sinks as Internal Signals for Hallucination Detection in Large Language Models
Jakub Binkowski, Kamil Adamczewski, Tomasz Kajdanowicz
Large language models frequently exhibit hallucinations: fluent and confident outputs that are factually incorrect or unsupported by the input context. While recent hallucination d…