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Semantic clause retrieval for trademark law using transformer encoders and lexical baselines: a cross-domain agri-robotics compliance case study

Abstract Clause-level retrieval is a recurring bottleneck in legal research and compliance workflows: relevant obligations, exceptions, procedures, and enforcement conditions are often buried in long statutes and regulatory texts, and users may not know the exact terminology needed for keyword searc...

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Principais autores: Muhammad Asfand E Yar, Qadeer Hashir, M. Hassan Tanveer, Razvan C. Voicu, Adeel Khalid
Format: Artigo
Sprog:Inglês
Udgivet: Nature Portfolio 2026-03-01
Serier:Scientific Reports
Fag:
Semantic search
Information retrieval
BM25
TF–IDF
Sentence embeddings
Legal NLP
Online adgang:https://doi.org/10.1038/s41598-026-43098-3
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