3 papers
cs.CL2026
Generating Hierarchical JSON Representations of Scientific Sentences Using LLMs
Satya Sri Rajiteswari Nimmagadda, Ethan Young, Niladri Sengupta +2
This paper investigates whether structured representations can preserve the meaning of scientific sentences. To test this, a lightweight LLM is fine-tuned using a novel structural…
cs.CL2025
Convergence of Outputs When Two Large Language Models Interact in a Multi-Agentic Setup
Aniruddha Maiti, Satya Nimmagadda, Kartha Veerya Jammuladinne +2
In this work, we report what happens when two large language models respond to each other for many turns without any outside input in a multi-agent setup. The setup begins with a s…
cs.CL2025
Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering
Aniruddha Maiti, Samuel Adewumi, Temesgen Alemayehu Tikure +4
This study examines how large language models categorize sentences from scientific papers using prompt engineering. We use two advanced web-based models, GPT-4o (by OpenAI) and Dee…