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New B2V task and benchmark measure consumer values from e-commerce data

By PulseAugur Editorial · [2 sources] ·

Researchers have introduced the Behavior-to-Value (B2V) task to identify consumer values from e-commerce behavioral data. They developed B2V-Bench, a dataset and benchmark derived from Taobao logs, which includes 25 types of purchase behaviors and associated consumer values. Additionally, they created B2V-Verifier, a model that uses Value Verification Tuning to assess the evidence for value inferences, outperforming existing LLM baselines by 34% in multi-label classification. AI

IMPACT This research could enable more personalized e-commerce experiences by better understanding underlying consumer motivations.

RANK_REASON The cluster describes a new academic paper introducing a novel task, dataset, and model for measuring consumer values from e-commerce behavior.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New B2V task and benchmark measure consumer values from e-commerce data

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The cluster describes a new academic paper introducing a novel task, dataset, and model for measuring consumer values from e-commerce behavior.
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55 days old
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COVERAGE [2]

  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…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

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

    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 evaluate products before purchase. However, con…

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