Papers with CPA
Limits of Theory of Mind Modelling in Dialogue-Based Collaborative Plan Acquisition (2024.acl-long)
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| Challenge: | Recent work on dialogue-based collaborative plan acquisition (CPA) suggests Theory of Mind (ToM) modelling can improve missing knowledge prediction in settings with asymmetric skill-sets and knowledge. |
| Approach: | They propose to use task-specific constraints to represent plans as graphs and exploit task-related constraints to improve missing knowledge prediction in CPA. |
| Outcome: | The proposed model improves missing knowledge prediction in contexts with asymmetric skill-sets and knowledge, but the improvements diminish . the proposed model is compared with baseline models and found to be more effective than existing models. |