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BAAI identifies eight failure modes in continuous generation models

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BAAI's qualitative analysis identifies eight core failure modes in continuous generation, including instruction drift, quality degradation, and state retention failure. Across all models tested, no history-dependency following score exceeds 2.817. BAAI says retaining and reusing world states across multi-turn interactions remains a major open bottleneck.

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Qualitative analysis identifies 8 core failure modes in continuous generation:

Instruction Drift

Quality Degradation

Visual Inconsistency

Audio-Video Drift

Update Fulfillment Failure

Prompt-Based Continuity Failure

State Retention Failure

History Reuse Failure

Across all models, no history-dependency following score exceeds 2.817, highlighting that retaining and reusing world states across multi-turn interactions remains a major open bottleneck.

Source: BAAI · x.comPublished · added here

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