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Designing an Adversarial Multimodal Benchmark: How to trigger VLM vision failure while passing a deterministic symbolic judge?

This story is from 2026-09-14. It is preserved in the archive; the latest stories are on the live feed.

Hey everyone, I am building an adversarial benchmark dataset designed to evaluate Vision-Language Models (VLMs). The overall pipeline relies on an automated "Science Judge" that validates the model's step-by-step reasoning and numerical final answer. Here is the setup, what we've already tried (and…

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  1. 2026-09-14 08:10 · r/PromptEngineering
    Designing an Adversarial Multimodal Benchmark: How to trigger VLM vision failure while passing a deterministic symbolic judge?

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