2 papers
cs.IR2025
From Search to Reasoning: A Five-Level RAG Capability Framework for Enterprise Data
Gurbinder Gill, Ritvik Gupta, Denis Lusson +2
Retrieval-Augmented Generation (RAG) has emerged as the standard paradigm for answering questions on enterprise data. Traditionally, RAG has centered on text-based semantic search…
cs.LG2025
Specialized Foundation Models Struggle to Beat Supervised Baselines
Zongzhe Xu, Ritvik Gupta, Wenduo Cheng +4
Following its success for vision and text, the "foundation model" (FM) paradigm -- pretraining large models on massive data, then fine-tuning on target tasks -- has rapidly expande…