Unverified50% confidenceBenchmarkExact time
On a held-out test of generated clips, the video memory method achieved a four-label exact-match accuracy of 51.5%.
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50%
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Long-term
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10/5/2026
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UnverifiedThe author built four automated quality-control checks to score each clip: audio alignment (cross-correlation), lip sync (visual LLM scoring of 12 mouth frames), shot stability (global pixel displacement), and artifact detection (3-frame majority vote), with failing clips automatically regenerated.68% similarUnverified在测试中四个模型都保持了技术事实的正确性，准确性并非区分器67% similarUnverifiedThe caption-guided retrieve-and-verify framework designed by the research team further improved accuracy by up to 5.3 points.64% similar
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