Overview

there is a lack of this research on how different level of abstraction / granularity of language instructions could affect LLMs performance in instruction following or other works.

ABSINSTRUCT: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation

https://arxiv.org/pdf/2402.10646

image-20250316221951317

Inference Helps PLMs’ Conceptual Understanding: Improving the Abstract Inference Ability with Hierarchical Conceptual Entailment Graphs

https://aclanthology.org/2024.emnlp-main.1233.pdf

image-20250316222237547

That is the end!