Papers with bi-perspective evaluation framework
Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? (2025.emnlp-main)
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| Challenge: | Large language models (LLMs) have demonstrated impressive performance across NLP tasks. |
| Approach: | They propose a framework to assess LLMs’ scenario cognition . they examine the ability to link semantic scenario elements with their arguments in context . |
| Outcome: | The proposed framework assesses large language models’ scenario cognition . it shows that current models rely on superficial memorization, failing to achieve robust semantic scenario cognition even in simple cases. |