3 papers
cs.CL2026
Benchmarking Local LLMs for Natural-Language-to-SQL Querying in Biopharmaceutical Manufacturing: An Empirical Benchmark on Consumer-Grade Hardware
Sagar Bhetwal, Rajan Bastakoti, Nirajan Acharya +2
Biopharmaceutical manufacturing organizations operate under regulatory frameworks such as FDA guidance, EU Good Manufacturing Practice (GMP), and the EU AI Act, which can restrict…
cs.CL2026
Graph-Augmented Retrieval for Cross-Entity Financial Sentiment Analysis: A Comparative Study
Rajan Bastakoti, Sagar Bhetwal, Nirajan Acharya +1
Retrieval-Augmented Generation (RAG) has become foundational for grounding large language models in domain-specific corpora, yet conventional vector-based RAG systems are fundament…
cs.CR2026
A Formal Security Framework for MCP-Based AI Agents: Threat Taxonomy, Verification Models, and Defense Mechanisms
Nirajan Acharya, Gaurav Kumar Gupta
The Model Context Protocol (MCP), introduced by Anthropic in November 2024 and now governed by the Linux Foundation's Agentic AI Foundation, has rapidly become the de facto standar…