Awesome LLMs with Different Abstraction of Language Data 2025
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 Inference Helps PLMs’ Conceptual Understanding: Improving the Abstract Inference Ability with Hierarchical Conceptual Entailment Graphs https://aclanthology.org/2024.emnlp-main.1233.pdf That is the end!