VistaHop (Search Only): leaderboard

VistaHop (2026) Pass@1 when the agent may use text search and reverse image search but cannot crop the image, in the VistaArena loop on long-horizon visual search questions. Percent; higher is better.

Metric: Pass@1 (%) on 600 Visual DeepSearch tasks (25 scenarios; 154 with 5 to 9 evidence steps and 446 with 10 or more) that require repeatedly inspecting image regions and chaining visual and web evidence, run in the VistaArena agent loop (at most 10 rounds, one tool call per round, temperature 0.7, five runs averaged) with a Qwen3-VL-32B-Instruct judge, with text search and reverse image search but no image cropping; higher is better. Source: arxiv.org. Saturation forecast: Around September 2028. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.215.83#176
2Claude Sonnet 4.514.47#250
3Gemini 2.5 Pro13.74#266
4Qwen 3 VL 235B A22B Instruct13.13#522
5Qwen 3 VL 30B A3B Instruct11.63#871

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=vistahop-search-only · How It Works · Data refreshed daily, snapshot 2026-11-13.