Papers with Cognitive science
Event Causality Is Key to Computational Story Understanding (2024.naacl-long)
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| Challenge: | Cognitive science and symbolic AI research suggest that event causality provides vital information for story understanding. |
| Approach: | They propose a method for event causality identification that leads to material improvements in story understanding. |
| Outcome: | The proposed method improves story understanding on the COPES dataset . it achieves 4.1-10.9% increase on Clip Accuracy and 4.2-13.5% increase on Sentence IoU . |
Linguistic Alignment Predicts Learning in Small Group Tutoring Sessions (2025.findings-emnlp)
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| Challenge: | Cognitive science offers rich theories of learning and communication, yet these are often difficult to operationalize at scale. |
| Approach: | They investigate linguistic alignment in a longitudinal dataset of real-world tutoring interactions and associated student test scores. |
| Outcome: | The proposed method can be applied to real-world tutoring interactions and student test scores. |