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New benchmark measures consumer values from e-commerce behavior

By PulseAugur Editorial · [1 sources] ·

Researchers have introduced Behavior2Value (B2V), a new task and benchmark designed to measure consumer values from e-commerce behavioral data. The B2V-Bench dataset, derived from anonymized Taobao logs, includes 25 types of purchase behaviors and their associated consumer value orientations. To enhance accuracy, they also developed B2V-Verifier, a model that uses Value Verification Tuning to assess the evidential support for value inferences, outperforming strong LLM baselines by 34% in multi-label classification. AI

IMPACT This research could enable more personalized e-commerce experiences by understanding deeper user motivations beyond immediate purchase intent.

RANK_REASON The cluster contains an academic paper introducing a new task, benchmark, and model for a specific research area. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New benchmark measures consumer values from e-commerce behavior

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The cluster contains an academic paper introducing a new task, benchmark, and model for a specific research area. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Peixuan Hou, Bin Chen, Li He, Jian Xu, Bo Zheng, Xiuli Ma, Guojie Song ·

    Behavior2Value: Benchmarking and Empowering LLMs for Consumer Value Measurement from E-commerce Behaviors

    arXiv:2609.18203v1 Announce Type: new Abstract: Human values are deep motivational orientations that shape human behaviors. In e-commerce, they reveal the stable drivers behind users' purchase decisions. Compared with short-term interests, consumer values better explain how users…

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