SalesSim benchmarks MLLMs as retail user simulators, finds gaps in persona adherence and over-persuasion, and introduces UserGRPO RL to raise decision alignment by 13.8%.
Embracing imperfection: Simulating students with diverse cognitive levels using LLM-based agents
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ArguMath is an AI-simulated classroom environment that enables pre-service math teachers to practice orchestrating mathematical argumentation through customizable scenarios, AI student interactions, and structured reflection, with preliminary user feedback indicating potential benefits for theory-
citing papers explorer
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SalesSim: Benchmarking and Aligning Multimodal Language Models as Retail User Simulators
SalesSim benchmarks MLLMs as retail user simulators, finds gaps in persona adherence and over-persuasion, and introduces UserGRPO RL to raise decision alignment by 13.8%.
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ArguMath: AI-Simulated Environment for Pre-Service Teacher Training in Orchestrating Classroom Mathematics Argumentation
ArguMath is an AI-simulated classroom environment that enables pre-service math teachers to practice orchestrating mathematical argumentation through customizable scenarios, AI student interactions, and structured reflection, with preliminary user feedback indicating potential benefits for theory-