arXiv9h ago

A Reliability Evaluation of Hybrid Deterministic-LLM Based Approaches for Academic Course Registration PDF Information Extraction

Muhammad Anis Al Hilmi, Neelansh Khare, Noel Framil Iglesias

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Analysis

Viral velocity

low

Implementation gapYES

Novelty5/10

Categorytool

Topics

raginferenceextraction

Opportunity Brief

Build a hybrid document processing library that dynamically switches between regex-based extraction and LLM inference for high-reliability academic parsing.

Suggested repo: regextract-pdf

"Deterministic reliability for messy PDF table extraction."

Estimated effort: 40h