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cs.LG2026
Grouped Query Experts: Mixture-of-Experts on GQA Self-Attention
Vishesh Tripathi, Abhay Kumar
Self-attention is central to Transformer performance and is often the most expensive part of the Transformer at long context lengths because its pairwise token interactions scale q…
cs.LG2025★ 1 cited
Vision-Guided Chunking Is All You Need: Enhancing RAG with Multimodal Document Understanding
Vishesh Tripathi, Tanmay Odapally, Indraneel Das +2
Retrieval-Augmented Generation (RAG) systems have revolutionized information retrieval and question answering, but traditional text-based chunking methods struggle with complex doc…
cs.LG2024★ 1 cited
Beyond Extraction: Contextualising Tabular Data for Efficient Summarisation by Language Models
Uday Allu, Biddwan Ahmed, Vishesh Tripathi
The conventional use of the Retrieval-Augmented Generation (RAG) architecture has proven effective for retrieving information from diverse documents. However, challenges arise in h…