2 papers
cs.CL2025
How Much is Too Much? Exploring LoRA Rank Trade-offs for Retaining Knowledge and Domain Robustness
Darshita Rathore, Vineet Kumar, Chetna Bansal +1
Large language models are increasingly adapted to downstream tasks through fine-tuning. Full supervised fine-tuning (SFT) and parameter-efficient fine-tuning (PEFT) methods, such a…
cs.IR2025
Genicious: Contextual Few-shot Prompting for Insights Discovery
Vineet Kumar, Ronald Tony, Darshita Rathore +5
Data and insights discovery is critical for decision-making in modern organizations. We present Genicious, an LLM-aided interface that enables users to interact with tabular datase…