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Vithya Ganesan

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Open access Oct 2026

VERIFYRAG: A Dual-Layer Hallucination Detection Framework Combining Semantic Consistency Scoring and NLI-Based Evidence Grounding For Open-Domain LLMS

Large Language Models (LLMs) are being used more and more in knowledge-intensive tasks, yet they often provide outputs that are factually inaccurate with high confidence, a phenomenon known as hallucinated content. Current methods have little practical utility because they either address detection and mitigation separa...

Banavathu Prasanth Kumar, Vithya Ganesan · 0 citations
Open access Sep 2026

Hybrirank: A Dual-Axis Algorithm Ranking Framework via Dataset-Based and Preference-Guided Rank Fusion

Hybrirank is a hybrid framework that ranks algorithms by integrating two components, dataset-based benchmarking module that evaluates performance on varied domain-specific datasets using standard metrics, and a user preference modeling module that captures user-defined priorities through structured input.

Pavan Manikanta Raghava Kasturi, Vithya Ganesan, N. Kirubakaran · 0 citations

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