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2 papers
AMAN: Agent for Mentoring and Assisting Newbies in MMORPG (2025.coling-industry)

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Challenge: AMAN is a chatbot designed to help novice gamers learn the gameplay mechanics of online games.
Approach: They propose a model that functions as a human-like chat buddy that interacts with users in a friendly manner while providing substantive informational depth.
Outcome: The proposed model integrates continual pre-training with a sequence of online resources and instruction tuning on curated dialogues.
Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes (P19-1)

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Challenge: a new study examines the role of dialogue observers in psychotherapy . the model is based on motivational interviewing, which is effective for treating addictions .
Approach: They propose to model MI behavioral codes for therapists by an observer . they propose to use the observer to forecast therapist and client MI behavioral code .
Outcome: The proposed model outperforms baseline models for both tasks and reveals tradeoffs in performance.

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