Large language model for table processing: A survey

W Lu, J Zhang, J Fan, Z Fu, Y Chen, X Du - arXiv preprint arXiv …, 2024 - arxiv.org
Tables, typically two-dimensional and structured to store large amounts of data, are
essential in daily activities like database queries, spreadsheet calculations, and generating …

TaPERA: Enhancing Faithfulness and Interpretability in Long-Form Table QA by Content Planning and Execution-based Reasoning

Y Zhao, L Chen, A Cohan, C Zhao - … of the 62nd Annual Meeting of …, 2024 - aclanthology.org
Abstract Long-form Table Question Answering (LFTQA) requires systems to generate
paragraph long and complex answers to questions over tabular data. While Large language …

Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL

Z Hong, Z Yuan, Q Zhang, H Chen, J Dong… - arXiv preprint arXiv …, 2024 - arxiv.org
Generating accurate SQL according to natural language questions (text-to-SQL) is a long-
standing problem since it is challenging in user question understanding, database schema …

TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

X Wu, J Yang, L Chai, G Zhang, J Liu, X Du… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advancements in Large Language Models (LLMs) have markedly enhanced the
interpretation and processing of tabular data, introducing previously unimaginable …

TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning

X Lu, L Pan, Y Ma, P Nakov, MY Kan - arXiv preprint arXiv:2409.11724, 2024 - arxiv.org
Current Large Language Models (LLMs) exhibit limited ability to understand table structures
and to apply precise numerical reasoning, which is crucial for tasks such as table question …

TARGET: Benchmarking Table Retrieval for Generative Tasks

X Ji, A Parameswaran, M Hulsebos - NeurIPS 2024 Third Table … - openreview.net
The data landscape is rich with structured data, often of high value to organizations, that
drive important applications in data analysis and machine learning. Recent progress in …