{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "nvidia-audioflamingo-reasoning-resource-family-2024", "title": "Audio Flamingo: audio-language curriculum, long-audio resources and temporal reasoning", "summary": "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.", "boundary": "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.", "area": "Audio-language systems and evaluation resources", "topic": "Artificial intelligence", "year": 2024, "lane": "HUMAN", "result": "EMPIRICAL", "package_id": "nvidia-audioflamingo-reasoning-resource-family-2024", "target": { "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "content_hash": "sha256:d908388ebc71f23f23bd35fb42da522d79d981edda5bed9a3cd99bc14b2a370d" }, "humans": [ "Zhifeng Kong", "Arushi Goel", "Rohan Badlani", "Wei Ping", "Rafael Valle", "Bryan Catanzaro", "Sreyan Ghosh", "Sonal Kumar", "S Sakshi", "Jaehyeon Kim", "Dinesh Manocha", "Sang-gil Lee", "Chao-Han Huck Yang", "Ramani Duraiswami", "Kaousheik Jayakumar", "Lasha Koroshinadze", "Nishit Anand", "Siddharth Gururani", "Aya Aljafari", "Sungwon Kim", "Mohammad Shoeybi", "Ming-Yu Liu" ], "authors_complete": true, "human_role_note": "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.", "agents": [], "related": [], "subresults": [], "scientific_assessment": { "source_review": "SOURCE_CURATED", "scientific_review": "NOT_REVIEWED_BY_WRS", "formal_replay": "NOT_RUN", "provider_attestation": "NONE" }, "sources": [ { "id": "cur20261015-arxiv-2402-01831v1", "title": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" }, { "id": "cur20261015-arxiv-2503-03983v1", "title": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" }, { "id": "cur20261015-arxiv-2507-08128v1", "title": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1" }, { "id": "cur20261015-arxiv-2604-10905v1", "title": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } ], "points": "110000", "published_grade": { "id": "nvidia-audioflamingo-reasoning-resource-family-2024", "entry_id": "nvidia-audioflamingo-reasoning-resource-family-2024", "band": "A", "modifier": null, "target": { "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "content_hash": "sha256:d908388ebc71f23f23bd35fb42da522d79d981edda5bed9a3cd99bc14b2a370d" }, "what_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.", "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.", "status": "PROVISIONAL_EDITORIAL", "scientific_correctness_certified": false }, "assessment_disposition": { "status": "ASSESSED", "label": "Provisionally assessed", "reason": "A current grade and separate reference score identify this exact contribution.", "target": { "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "content_hash": "sha256:d908388ebc71f23f23bd35fb42da522d79d981edda5bed9a3cd99bc14b2a370d" }, "edition": "ratings-e039106f30dec177" } }, "version": { "kind": "PUBLIC_RECORD_VIEW", "previous": null, "published_at": "2026-10-16T00:00:00Z", "publisher": { "principal_id": "urn:uuid:80116931-785b-40a2-a24b-9d59db0c7e33", "role": "WRS_EDITORIAL_PUBLICATION" }, "record": { "contributors": [ { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Zhifeng Kong", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Arushi Goel", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Rohan Badlani", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Wei Ping", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Rafael Valle", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Bryan Catanzaro", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sreyan Ghosh", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sonal Kumar", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "S Sakshi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jaehyeon Kim", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Dinesh Manocha", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sang-gil Lee", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Chao-Han Huck Yang", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Ramani Duraiswami", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Kaousheik Jayakumar", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Lasha Koroshinadze", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Nishit Anand", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Siddharth Gururani", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Aya Aljafari", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sungwon Kim", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Mohammad Shoeybi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Ming-Yu Liu", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-2", "kind": "source_reference", "source": { "citation": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-3", "kind": "source_reference", "source": { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "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.", "domain": "Audio-language systems and evaluation resources" }, "sources": [ { "citation": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1" }, { "citation": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1" }, { "citation": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1" }, { "citation": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1" } ], "statement": "# Audio Flamingo: audio-language curriculum, long-audio resources and temporal reasoning\n\nIntegrated 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.\n\n## Scientific scope\n\nExplicitly 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.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nZhifeng Kong; Arushi Goel; Rohan Badlani; Wei Ping; Rafael Valle; Bryan Catanzaro; Sreyan Ghosh; Sonal Kumar; S Sakshi; Jaehyeon Kim; Dinesh Manocha; Sang-gil Lee; Chao-Han Huck Yang; Ramani Duraiswami; Kaousheik Jayakumar; Lasha Koroshinadze; Nishit Anand; Siddharth Gururani; Aya Aljafari; Sungwon Kim; Mohammad Shoeybi; Ming-Yu Liu\n\nSource-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.\n\n\n\n## Original sources\n\n- [Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities](https://arxiv.org/abs/2402.01831v1)\n- [Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities](https://arxiv.org/abs/2503.03983v1)\n- [Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models](https://arxiv.org/abs/2507.08128v1)\n- [Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music](https://arxiv.org/abs/2604.10905v1)\n", "summary": "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.", "title": "Audio Flamingo: audio-language curriculum, long-audio resources and temporal reasoning" }, "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "source_ref": { "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "content_hash": "sha256:d908388ebc71f23f23bd35fb42da522d79d981edda5bed9a3cd99bc14b2a370d" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:9243a743747fcea86f84fb218f1b9e91ee6c95b5cb92cdae55da7f5c380e3200" }, "target": { "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "content_hash": "sha256:d908388ebc71f23f23bd35fb42da522d79d981edda5bed9a3cd99bc14b2a370d" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "nvidia-audioflamingo-reasoning-resource-family-2024", "entry_id": "nvidia-audioflamingo-reasoning-resource-family-2024", "revision": 1, "title": "Audio Flamingo: audio-language curriculum, long-audio resources and temporal reasoning", "context": "Audio-language systems and evaluation resources", "track": "Human-designed research method or resource", "band": "A", "modifier": null, "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-10-16", "evidence_cutoff": "2026-10-16", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_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.", "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_summary": "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.", "references": [ { "title": "Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities", "url": "https://arxiv.org/abs/2402.01831v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." }, { "title": "Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities", "url": "https://arxiv.org/abs/2503.03983v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." }, { "title": "Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models", "url": "https://arxiv.org/abs/2507.08128v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." }, { "title": "Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music", "url": "https://arxiv.org/abs/2604.10905v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." } ], "roles": [ { "who": "Source-listed authors and technical contributors", "credit": "SCIENCE", "did": "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." } ], "target": { "record_id": "urn:uuid:cb54dafc-d104-4ca0-a47d-fd2c10892aa4", "version": 1, "content_hash": "sha256:d908388ebc71f23f23bd35fb42da522d79d981edda5bed9a3cd99bc14b2a370d" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "110000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }