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Graphy'our Data: Towards End-to-End Modeling, Exploring and Generating Report from Raw Data

Lai, Longbin, Luo, Changwei, Lou, Yunkai, Ju, Mingchen, Yang, Zhengyi

arXiv.org Artificial Intelligence

Large Language Models (LLMs) have recently demonstrated remarkable performance in tasks such as Retrieval-Augmented Generation (RAG) and autonomous AI agent workflows. Yet, when faced with large sets of unstructured documents requiring progressive exploration, analysis, and synthesis, such as conducting literature survey, existing approaches often fall short. We address this challenge -- termed Progressive Document Investigation -- by introducing Graphy, an end-to-end platform that automates data modeling, exploration and high-quality report generation in a user-friendly manner. Graphy comprises an offline Scrapper that transforms raw documents into a structured graph of Fact and Dimension nodes, and an online Surveyor that enables iterative exploration and LLM-driven report generation. We showcase a pre-scrapped graph of over 50,000 papers -- complete with their references -- demonstrating how Graphy facilitates the literature-survey scenario. The demonstration video can be found at https://youtu.be/uM4nzkAdGlM.


LG V30 Customizable Voice Commands, Facial Recognition & Other Features Explained

International Business Times

LG is gearing up for the debut of its V30 phablet a couple of weeks from now, so to fuel more attention toward the new handset it has revealed some of the phone's features this week. The Galaxy Note 8 rival is said to come with new security features and a new user interface that takes advantage of its FullVision display. On Monday, LG published an news update about the V30 on its online Newsroom, discussing mainly the personalization options of the device. Mentioned in the post is the customizations the Voice Recognition feature has. Apparently, LG is introducing a new technology that would allow users to unlock the handset without pressing a button or touching the device.