Gen-Searcher:Reinforcing Agentic Search for Image Generation

Kaituo Feng¹Manyuan Zhang¹†Shuang Chen²Yunlong Lin¹Kaixuan Fan¹

Yilei Jiang¹Hongyu LiDian Zheng¹Chenyang Wang³Xiangyu Yue¹‡

¹ MMLab, CUHK² UCLA³ UC Berkeley

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Search-Grounded Cases

In a misty ink-wash garden, the Wuthering Waves Resonator who is the first featured 5-star of version 1.4 is shown. A small tactical display in the scene shows their 'Base HP' at Level 90 and the name of their 'Intro Skill'; both the numerical value and the name must be correct according to the game's official archive.

Anime

A cinematic esports photography shot of real professional players RNG's Uzi, former pro player Lu Benwei (Whitezz), and BLG top laner Bin from League of Legends. They are triumphantly lifting the World Championship trophy on an epic stadium stage. Both the visual features of the players and trophy, and any accompanying text, must be completely correct.

Celebrities

一张充满电影感和怀旧气息的视觉海报，聚焦街头传奇“鸡排哥”的“活人感”。画面是李俊勇专注于炸鸡排时的深情脸部特写，采用温暖的黄金时刻新闻摄影风格，景深极浅。他的汗水在锅里散发出的金色光芒下闪闪发亮，这光芒照亮了他，背景是景德镇黄昏时分喧闹却美丽的夜市景象（模糊可见五中校门）。他拿着金属夹子的手臂从前景伸出。焦点不是简单的鸡排，而是一团金色的调料和蒸汽，转化为抽象飞舞的瓷器符号。画面中完美融入了一个优雅的标准尺寸标语牌文字，用大型质感白色字体明确拼写出“鸡排哥”。下方较小的极简文字写着：“景德镇文旅推介官”以及他极具哲理的话语：“如果不及时吃，导致鸡排不脆，我将停止对你的售卖”。整体感觉充满诗意和尊严。视觉特征和文字都必须完全准确。

News

A cinematic, high-end travel infographic poster featuring the extreme landscapes of three highly remote places: the colorful wooden houses of Ittoqqortoormiit (Greenland), the rugged coast of the Pitcairn Islands, and the desolate tundra of the Kerguelen Islands. The scenes blend into one another organically. The layout features text displaying the location names, the date 'March 15, 2026', and their daily temperature ranges. The temperature numbers MUST be highly stylized, beautifully legible, and noticeably larger than the rest of the text. Both the visual features and the text must be completely correct.

News

A beautifully designed, high-resolution esports infographic poster featuring the heroes Li Bai and Cheng Yaojin from the game Honor of Kings (Wangzhe Rongyao). The visual layout includes normal-sized, easy-to-read text panels showing their exact laning item builds, alongside a clear, large-scale laning strategy diagram with tactical routing arrows.

Game

A gorgeous, realistic live-action cosplay photography shot of Shorekeeper from the game Wuthering Waves and Black Swan from the game Honkai: Star Rail. The aesthetic is strictly real human cosplay with high-end costumes and cinematic lighting. They are holding a prominent, normal-sized sign with the exact text 'Gen-Searcher' written in crisp, large letters.

Anime

A scientific visualization of the 'Gakkel Ridge' showing its unique 'ultraslow-spreading' morphology; a data overlay identifies the specific annual spreading rate in millimeters and the name of the 'Aurora' hydrothermal vent field. The spreading rate and vent field name must match the most recent surveys.

Geography

01 / 09

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Search Dialogue

Anime #5070