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academic supervision 1evaluation methodology 1harness engineering 1human-in-the-loop 1large language models 1

From the 1 of 1 linked paper with an AI index.

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1 paper

cs.CL2026

Harnessing LLMs for Reliable Academic Supervision: A Comparative Study

Akash Raj

The paper studies how to make large language models reliable for academic supervision by adding deterministic scaffolding (retrieval, schema validation, human‑in‑the‑loop gates, au…