Papers with coaching tool
“Mistakes Help Us Grow”: Facilitating and Evaluating Growth Mindset Supportive Language in Classrooms (2023.emnlp-main)
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| Challenge: | GMSL has been shown to significantly reduce disparities in academic achievement and enhance students’ learning outcomes. |
| Approach: | They develop a coaching tool to reframe unsupportive utterances to GMSL using large language models. |
| Outcome: | The proposed model outperforms the GMSL-trained teachers in fostering a growth mindset and promoting challenge-seeking behavior. |
ASTRA: A Negotiation Agent with Adaptive and Strategic Reasoning via Tool-integrated Action for Dynamic Offer Optimization (2025.emnlp-main)
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| Challenge: | Existing agents struggle due to bounded rationality in human data, low adaptability to counterpart behavior, and limited strategic reasoning. |
| Approach: | They propose a framework for turn-level offer optimization based on two core principles: opponent modeling and Tit-for-Tat reciprocity. |
| Outcome: | The proposed framework outperforms baselines across diverse partner agents and validates through human evaluation. |