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Author

Joe Yu

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Conference Open access 2026

RegTrack: A Fine-Grained Benchmark for Multi-Class Legal Change Detection

A novel benchmark for change detection in EU regulations is introduced that comprises 4,772 manually annotated pairs of structurally distinct provisions, defined as Atomic Legal Units (ALUs), mapped to a six-class taxonomy of legal change types.

Joe Yu, Kevin Li, Julian Ostarek · 0 citations
Review Aug 2026

DynaContext: Self-Improving Dynamic Contextualization of Optimized Prompts for Heterogeneous Parameter Extraction

DynaContext is introduced, a framework that combines an offline-optimized extraction core, learned with GEPA or SkillOpt, with inference-time contextual adaptation and validation-gated self-improvement, with inference-time contextual adaptation and validation-gated self-improvement.

Joe Yu, Shibin Thomas Stanley Paul, Sven Mayer · 0 citations

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