CONLINE: Complex Code Generation and Refinement with Online Searching and Correctness Testing

no code implementations • 20 Mar 2024 • Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian yuan, Dongmei Zhang

Large Language Models (LLMs) have revolutionized code generation ability by converting natural language descriptions into executable code.

Code Generation Information Retrieval +1

TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning

no code implementations • 14 Dec 2023 • Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang

Table-based reasoning has shown remarkable progress in combining deep models with discrete reasoning, which requires reasoning over both free-form natural language (NL) questions and semi-structured tabular data.

Language Modelling Large Language Model +2