Program induction
22 papers with code • 0 benchmarks • 1 datasets
Generating program code for domain-specific tasks
Benchmarks
These leaderboards are used to track progress in Program induction
AQUA-RAT
Most implemented papers
Learning Differentiable Logic Programs for Abstract Visual Reasoning
However, due to the memory intensity, most existing approaches do not bring the best of the expressivity of first-order logic, excluding a crucial ability to solve abstract visual reasoning, where agents need to perform reasoning by using analogies on abstract concepts in different scenarios.
KB-Plugin: A Plug-and-play Framework for Large Language Models to Induce Programs over Low-resourced Knowledge Bases
Secondly, KB-Plugin utilizes abundant annotated data from a rich-resourced KB to train another pluggable module, namely PI plugin, which can help the LLM extract question-relevant schema information from the schema plugin of any KB and utilize this information to induce programs over this KB.
