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Jialiang Wu

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#natural language process... Preprint Oct 2026

General Decision Models: Benchmarking and Insights Beyond Jev

General decision models, such as Jev, have recently emerged as efficient alternatives to LLMs for structured judgment and selection. But what kinds of decisions can these models reliably make, and how does their behavior change when individual decisions are composed into larger systems? To study this, we introduce JEVa...

Fei-Yu Duan, Jia-Yu Lin, Jia Wang et al. · 1 citation
#artificial intelligence Preprint Jul 2026

APeB: Benchmarking Personalization Ability of Large Language Model Agents

This work introduces personalized product search (PPS), a testbed for agentic personalization under raw queries and diverse histories, and constructs Agent Personalized Benchmark (APeB) from action logs, pairing underspecified intents with rich histories and user-viewed candidate items.

Gary Yang, Zi-Zhe Chen, Xinru Chen et al. · 0 citations

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