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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: June 2026
Volume 11 | Issue 6
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 121
Article Submitted : 24709
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Total Authors : 24865
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| Paper Title: | Spatially-Coupled Contextual Entity Extraction in Technical Documentation via Topographic Constraint Topologies |
| Authors Name: | Prajal Jain , Shruti Kale , Vaishnavi Rathod |
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IJRTI_211743
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| Published Paper Id: | IJRTI2604271 |
| Published In: | Volume 11 Issue 4, May-2026 |
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| Abstract: | The extraction of the structured mechatronic spec ification from unstructured PDF datasheets remains a critical bottleneck in hardware engineering workflows. Conventional NLP pipelines treat documents as linear token sequences, ig noring the inherently two-dimensional spatial organization of technical tables, This paper introduces A-RAG/SR-NLP, an Autonomic Retrial- Augmented Generation and Spatial-Relation NLParchitecture. The central innovation is the Spatial-Relational Constraint Engine (SRCE), which mode is the PDF canvas as a topographic terrain, computing Euclidean bounding-box distances and enforcing strict Y-axis orthogonality constraints. Candidate entities from a multi-model NER ensemble are val idated geometrically before ingestion into a Meta-Llama-3-8B Instruct RAG pipeline. Extensive experiments on a novel dataset of 250 mechatronic datasets demonstrate a 7-11% F1-score improvement and reduction of cross-row association errors from 12% to under 2% Compared to LayoutLMv3 and sequentail NER baselines. The system achives sub-second per-page latency, enabling industrial-scale Bill-of-Materials processing. |
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| Cite Article: | "Spatially-Coupled Contextual Entity Extraction in Technical Documentation via Topographic Constraint Topologies", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 4, page no.b981-b984, May-2026, Available :http://www.ijrti.org/papers/IJRTI2604271.pdf |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2604271
Registration ID:211743
Published In: Volume 11 Issue 4, May-2026
DOI (Digital Object Identifier):
Page No: b981-b984 Country: Aurangabad, Maharashtra, India Research Area: Science & Technology Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2604271 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2604271 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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