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Demystifying structured data: How to speak an LLM’s native language

Elk Marketing reports that structured data enhances AI understanding, enabling accurate entity recognition and improved ...
archive

Basic learning in the language arts. By Leonard/ van Deman/Miles. 1965 Edition

Ask the publishers to restore access to 500,000+ books. An icon used to represent a menu that can be toggled by interacting with this icon. A line drawing of the Internet Archive headquarters building ...
IEEE

Structured KV Cache Selection with RoPE Correction for Efficient Multi-Query Large Table Question Answering

Abstract: The application of Large Language Models to complex reasoning tasks over large-scale, structured data, such as enterprise tables, is becoming increasingly prevalent. However, this ...
IEEE

SSFT: Algorithm and Hardware Co-design for Structured Sparse Fine-Tuning of Large Language Models

Abstract: A significant number of users depend on Large Language Models (LLMs) for downstream tasks, but training LLMs from scratch remains prohibitively expensive. Sparse finetuning (SFT) has emerged ...