3 papers
cs.CL2025
XLM: A Python package for non-autoregressive language models
Dhruvesh Patel, Durga Prasad Maram, Sai Sreenivas Chintha +2
In recent years, there has been a resurgence of interest in non-autoregressive text generation in the context of general language modeling. Unlike the well-established autoregressi…
cs.LG2025
PathFinder: MCTS and LLM Feedback-based Path Selection for Multi-Hop Question Answering
Durga Prasad Maram, Kalpa Gunaratna, Vijay Srinivasan +2
Multi-hop question answering is a challenging task in which language models must reason over multiple steps to reach the correct answer. With the help of Large Language Models and…
cs.CL2025
Iterative Critique-Refine Framework for Enhancing LLM Personalization
Durga Prasad Maram, Dhruvin Gandhi, Zonghai Yao +5
Personalized text generation requires models not only to produce coherent text but also to align with a target user's style, tone, and topical focus. Existing retrieval-augmented a…