Comprehensive Evaluation of Language Models' Abstraction Ability with a Unified Entailment Graph

Current language models face challenges in comprehending abstraction knowledge, but can acquire basic abstraction abilities and generalize to unseen events by training on a comprehensive abstraction knowledge benchmark.