AWhat changed
Integrated sliding audio features/cross-attention with in-context retrieval/dialogue; extended the family through LongAudio resources, AFWhisper/five-stage curriculum and timestamp-grounded Temporal Audio Chain-of-Thought.
Scientific scope
Integrated sliding audio features/cross-attention with in-context retrieval/dialogue; extended the family through LongAudio resources, AFWhisper/five-stage curriculum and timestamp-grounded Temporal Audio Chain-of-Thought. Explicitly inherits Flamingo cross-attention, CLAP/Whisper encoders, LLMs, retrieval and curriculum learning. Four original stages bundled as one family with source-specific bylines, not a release list. Temporal reasoning text is not certified faithful interpretation; longer accepted inputs do not guarantee perfect memory. Open-data/model claims are source-reported, not a license audit.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Explicitly inherits Flamingo cross-attention, CLAP/Whisper encoders, LLMs, retrieval and curriculum learning. Four original stages bundled as one family with source-specific bylines, not a release list. Temporal reasoning text is not certified faithful interpretation; longer accepted inputs do not guarantee perfect memory. Open-data/model claims are source-reported, not a license audit.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities
- Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities
- Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
- Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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