Table-GPT by Microsoft: Empower LLMs To Understand Tables

Video Description

In this video we dive into Table-GPT, a large language model (LLM) that can understand tables. Table-GPT was presented in a new research paper from Microsoft, titled "Table-GPT: Table-tuned GPT for Diverse Table Tasks". We first review the capabilities of current LLMs, ChatGPT in particular, to understand tables, which shows a big room for improvement. Then, we introduce table-tuning, a concept introduced in the paper to improve the performance of LLMs on tables related tasks. This method was inspired from instruction-tuning, and so we first to a quick recap of large language models training process. Afterwards, we dive into the creation of the dataset used for table-tuning, which is created using a method the researchers call synthesis-then-augment, which include automatic generation of the dataset from real tables, using synthesis and augmentation. Finally, we review the results of Table-GPT comparing to GPT 3.5 and ChatGPT. Paper page - https://arxiv.org/abs/2310.09263 Read our post - https://aipapersacademy.com/table-gpt/ 👍 Please like & subscribe if you enjoy this content ----------------------------------------------------------------------------------------------- Support us - https://paypal.me/aipapersacademy We use VideoScribe to edit our videos - https://tidd.ly/44TZEiX (affiliate) We use ChatPDF to analyze research papers - https://www.chatpdf.com/?via=ai-papers (affiliate) ----------------------------------------------------------------------------------------------- Chapters: 0:00 Introduction 0:54 Can Current LLMs Understand Tables? 3:02 Table-Tuning 5:00 Synthesis-then-Augment 8:10 Results