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cs.CL2026★ 19 cited
Efficient Continual Pre-training for Building Domain Specific Large Language Models
Yong Xie, Karan Aggarwal, Aitzaz Ahmad
Large language models (LLMs) have demonstrated remarkable open-domain capabilities. LLMs tailored for a domain are typically trained entirely on domain corpus to excel at handling…
cs.CL2025
RASL: Retrieval Augmented Schema Linking for Massive Database Text-to-SQL
Jeffrey Eben, Aitzaz Ahmad, Stephen Lau
Despite advances in large language model (LLM)-based natural language interfaces for databases, scaling to enterprise-level data catalogs remains an under-explored challenge. Prior…
cs.CL2024
Learning from Contrastive Prompts: Automated Optimization and Adaptation
Mingqi Li, Karan Aggarwal, Yong Xie +2
As LLMs evolve, significant effort is spent on manually crafting prompts. While existing prompt optimization methods automate this process, they rely solely on learning from incorr…