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Lead story
Models & availability
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The article presents Ecom-RLVE, an extension of the RLVE framework to multi-turn, tool-augmented e-commerce conversational agents, introducing eight verifiable environments (product discovery, substitution, cart building, returns, order tracking, policy QA, bundle planning, and multi-intent journeys) with procedural problem generation, a 12-axis difficulty curriculum, and algorithmically verifiable rewards. The authors train a Qwen 3 8B model with DAPO for 300 steps and present early results.
From the source
We extend the RLVE framework from single-turn reasoning puzzles to multi-turn, tool-augmented e-commerce conversations
huggingface.co