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Sambaran Bandyopadhyay

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#natural language process... Preprint Aug 2025

Towards AI-Assisted Research Writing: Benchmarking LLMs for AI/ML Introduction Generation

This work introduces Scientific Introduction Generation (SciIG), a task that evaluates LLMs'ability to produce coherent introductions from titles, abstracts, and related works, and combines automated metrics with LLM-as-a-judge evaluations.

Krishna Garg, Firoz Shaik, Sambaran Bandyopadhyay et al. · 5 citations
Preprint Jul 2026

RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation

This work proposes RSF-GLLM, a framework decoupling differentiable graph reasoning from answer generation, and introduces flow sparsity regularization to theoretically guarantee convergence from soft probabilities to discrete reasoning paths.

Sambaran Bandyopadhyay, Ananth Muppidi · 1 citation

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