2 papers
cs.AI2026
Rethinking Knowledge Retrieval for Generation: A Survey on RAG Architectures and Applications
Meghana Sunil, Shravya V, Shravan Venkatraman +1
Large Language Models (LLMs) have demonstrated remarkable fluency and versatility across natural language tasks but remain fundamentally limited by their static knowledge and susce…
cs.CL2026
iReasoner: Trajectory-Aware Intrinsic Reasoning Supervision for Self-Evolving Large Multimodal Models
Meghana Sunil, Manikandarajan Venmathimaran, Muthu Subash Kavitha
Recent work shows that large multimodal models (LMMs) can self-improve from unlabeled data via self-play and intrinsic feedback. Yet existing self-evolving frameworks mainly reward…