Hint-Augmented Re-ranking: Efficient Product Search using LLM-Based Query Decomposition. - Yilun Zhu 003; Nikhita Vedula; Shervin Malmasi (IJCNLP-AACL (Short Papers), 2025)

Text-to-Distribution Prediction with Quantile Tokens and Neighbor Context. - Yilun Zhu 003; Yuan Zhuang; Nikhita Vedula; Dushyanta Dhyani; Shaoyuan Xu; Moyan Li; Mohsen Bayati; Bryan Wang; Shervin Malmasi (CoRR, 2026)

Breaking the Autoregressive Chain: Hyper-Parallel Decoding for Efficient LLM-Based Attribute Value Extraction. - Theodore Glavas; Nikhita Vedula; Dushyanta Dhyani; Yilun Zhu 003; Shervin Malmasi (CoRR, 2026)

From Unstructured to Structured: LLM-Guided Attribute Graphs for Entity Search and Ranking. - Yilun Zhu 003; Nikhita Vedula; Shervin Malmasi (CoRR, 2026)