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Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension

Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension

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AEO Score: 4/10

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In the Engagemii AEO index

adversarialqa.github.io

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What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension just got measured.

4/10 means Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.

About Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension

Authors: Max Bartolo, Alastair Roberts, Johannes Welbl, Sebastian Riedel, Pontus Stenetorp Three New RC Datasets We have created three new Reading Comprehension datasets constructed using an adversarial model-in-the-loop.

Key Topics

AdversarialQA

Details

Category: Technology

adversarialqa.github.io

AI Visibility Breakdown

1

Structured Data

6

Content Structure

4

Entity Clarity

2

E-E-A-T Signals

5

Technical AEO

4

AI Discoverability

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Your full 6-category score breakdown

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Exact fixes: robots.txt, schema, llms.txt

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AI bot crawls from ChatGPT, Claude, Perplexity, Gemini

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Source & Attribution

Scored by Engagemii on May 25, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/adversarialqa-github-io

Cite this score: Engagemii (2026). "AEO Score for Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension." Retrieved from https://engagemii.com/aeo/brands/adversarialqa-github-io

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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