Tagged articles

reasoning coherence

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Data Party THU
Data Party THU
Jun 30, 2026 · Artificial Intelligence

Do Video Generation Models Really Reason? A 303‑Question Benchmark Exposes Their Reasoning Gaps

The article introduces the MME‑CoF‑Pro benchmark, which uses 303 carefully crafted video‑reasoning samples across 16 categories to evaluate seven leading video generation models, revealing that current models lack true reasoning ability, that prompting can both help and hurt coherence, and that the new Reasoning Score aligns well with human judgments.

EvaluationMME-CoF-Proartificial intelligence
0 likes · 11 min read
Do Video Generation Models Really Reason? A 303‑Question Benchmark Exposes Their Reasoning Gaps
Machine Heart
Machine Heart
Jun 27, 2026 · Artificial Intelligence

Do Video Generation Models Really Reason? A 303‑Question Benchmark Exposes Their Reasoning Gaps

The paper introduces the Reasoning Coherence metric and the MME‑CoF‑Pro benchmark—303 image‑text‑video samples across 16 reasoning categories—to evaluate seven leading video generation models, revealing that reasoning ability is largely independent of visual quality, that textual prompts often induce hallucinations, and that the new Reasoning Score aligns well with human judgments.

AI evaluationMME-CoF-ProPrompt Engineering
0 likes · 10 min read
Do Video Generation Models Really Reason? A 303‑Question Benchmark Exposes Their Reasoning Gaps