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StoreBench is introduced as a live-commerce environment for evaluating and training autonomous operator agents. An agent runs a mid-size online apparel store on a production-grade commerce backend. Seven frontier LLMs were evaluated on eleven scenarios.
Source: arXiv
https://arxiv.org/abs/2610.10942
#MachineLearning
Researchers introduced STI-OPD, a stochastic teacher intervention framework for multi-turn agentic on-policy distillation. The method addresses early errors in multi-turn tasks by replacing student actions with teacher-generated ones.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.10878
#MachineLearning
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