[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-verbose-prompts-make-vision-ai-models-more-robust-to-noise":10,"sections":35},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":30,"feedback":34,"feedback_at":22,"cost_usd":34,"total_tokens":34},6889,"verbose-prompts-make-vision-ai-models-more-robust-to-noise","Verbose prompts make vision AI models more robust to noise","New research shows padding vague questions helps vision-language models withstand image corruption, while adding precise detail makes them more fragile.","Padding a question with filler words makes vision-language models far steadier under image corruption - but making that question more specific does the opposite.\n\nResearchers testing Qwen3-VL and LLaVA-OneVision on the GQA and CLEVR benchmarks found that rewording 'Is there a cat?' as 'Please look carefully and answer: is there a cat?' cut answer drift by 70-81% on the 8B-parameter models when images were corrupted. Flip the change and the models get worse: turning a simple yes-or-no question into something granular, like asking what color a cup is instead of whether it exists, makes answers more likely to shift under the same corruption. The team traces both effects to the same mechanism - a question conditions the model's cross-modal attention, which acts like a frequency filter over the image. Verbose phrasing widens that filter; fine-grained phrasing narrows it onto fewer visual scales, and errors spike when the filter and the corruption land on the same frequencies.\n\nThat's a mechanistic explanation for something prompt engineers have long done on instinct: padding a request with 'look carefully' boilerplate. It means the habit isn't superstition, and it hands anyone building on top of VLMs - visual search, accessibility tools, robotics - a zero-cost accuracy lever that needs no retraining, just different wording.\n\nSo much for the push toward terse, efficient prompts - here, wordier is literally more accurate.","[\"vision-language-models\",\"ai-research\",\"prompt-engineering\",\"computer-vision\"]","2026-09-18T04:00:00.000Z","2026-09-18T21:16:22.616Z","2026-09-18T21:16:34.562Z","published",null,[],"ai",[26,27,28,29],"vision-language-models","ai-research","prompt-engineering","computer-vision",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.20139",0,{"sections":36},[37,40,44,49,54,58,62,67,71,76,81,86,91,96],{"name":38,"slug":24,"count":39,"latest_published_at":18},"AI",4066,{"name":41,"slug":42,"count":43,"latest_published_at":18},"Security","security",657,{"name":45,"slug":46,"count":47,"latest_published_at":48},"Policy","policy",338,"2026-09-11T04:00:00.000Z",{"name":50,"slug":51,"count":52,"latest_published_at":53},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":55,"slug":56,"count":57,"latest_published_at":18},"Hardware","hardware",155,{"name":59,"slug":60,"count":61,"latest_published_at":18},"Science","science",123,{"name":63,"slug":64,"count":65,"latest_published_at":66},"Consumer Tech","consumer-tech",99,"2026-09-09T17:27:33.000Z",{"name":68,"slug":69,"count":70,"latest_published_at":18},"Dev Tools","dev-tools",78,{"name":72,"slug":73,"count":74,"latest_published_at":75},"Software","software",75,"2026-09-10T20:41:21.000Z",{"name":77,"slug":78,"count":79,"latest_published_at":80},"Startups","startups",55,"2026-09-09T23:14:29.000Z",{"name":82,"slug":83,"count":84,"latest_published_at":85},"Gaming","gaming",43,"2026-09-10T12:18:06.000Z",{"name":87,"slug":88,"count":89,"latest_published_at":90},"General","general",41,"2026-09-08T01:57:23.000Z",{"name":92,"slug":93,"count":94,"latest_published_at":95},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":97,"slug":98,"count":99,"latest_published_at":100},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]