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Jin-Peng Wang

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Preprint Sep 2026

GenPuzzle: Benchmarking Visual Reasoning in Image Generation Models

Recent image generation systems increasingly combine multimodal understanding, reasoning, and synthesis, suggesting that they may do more than render plausible scenes. Yet existing evaluations emphasize aesthetics, prompt alignment, compositionality, or text-based answers, leaving unclear whether these systems can solv...

Chang-Peng Zhao, Yi-Ren Song, Jin-Peng Wang · 0 citations
#natural language process... Preprint Sep 2026

MEMO: Multimodal Evidence Memory Organization for Long-Horizon LLM Agents

Long-running LLM agents rely on external memory to store and reuse information beyond a single context window, yet there is a fundamental tension between the continuous accumulation of interaction trajectories and the limited context capacity. The key challenge in agent memory is therefore not only to retrieve relevant...

Xian Gao, Jin-Peng Wang, Jiacheng Ruan et al. · 0 citations

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