{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "touvron-et-al-llama2-2023", "title": "Touvron and colleagues: Llama 2 foundation and chat model family", "summary": "Released and evaluated Llama 2 pretrained models from 7B to 70B parameters and fine-tuned dialogue variants, documenting training and safety methods.", "boundary": "This is the 2023 Llama 2 research report, distinct from the original LLaMA and later Llama 3. Benchmarks and safety evaluations are those reported by the team.", "area": "Foundation language models", "topic": "Artificial intelligence", "year": 2023, "lane": "HUMAN", "result": "EMPIRICAL", "package_id": "touvron-et-al-llama2-2023", "target": { "record_id": "urn:uuid:2ff0e979-ce5c-4a6f-a681-c4396160c867", "version": 1, "content_hash": "sha256:3d38cd3d8ac98a24121b79f203f8bf0c0a86ae9748a568464c275386eb2454b5" }, "humans": [ "Hugo Touvron", "Louis Martin", "Kevin Stone", "Peter Albert", "Amjad Almahairi", "Yasmine Babaei", "Nikolay Bashlykov", "Soumya Batra", "Prajjwal Bhargava", "Shruti Bhosale", "Dan Bikel", "Lukas Blecher", "Cristian Canton Ferrer", "Moya Chen", "Guillem Cucurull", "David Esiobu", "Jude Fernandes", "Jeremy Fu", "Wenyin Fu", "Brian Fuller", "Cynthia Gao", "Vedanuj Goswami", "Naman Goyal", "Anthony Hartshorn", "Saghar Hosseini", "Rui Hou", "Hakan Inan", "Marcin Kardas", "Viktor Kerkez", "Madian Khabsa", "Isabel Kloumann", "Artem Korenev", "Punit Singh Koura", "Marie-Anne Lachaux", "Thibaut Lavril", "Jenya Lee", "Diana Liskovich", "Yinghai Lu", "Yuning Mao", "Xavier Martinet", "Todor Mihaylov", "Pushkar Mishra", "Igor Molybog", "Yixin Nie", "Andrew Poulton", "Jeremy Reizenstein", "Rashi Rungta", "Kalyan Saladi", "Alan Schelten", "Ruan Silva", "Eric Michael Smith", "Ranjan Subramanian", "Xiaoqing Ellen Tan", "Binh Tang", "Ross Taylor", "Adina Williams", "Jian Xiang Kuan", "Puxin Xu", "Zheng Yan", "Iliyan Zarov", "Yuchen Zhang", "Angela Fan", "Melanie Kambadur", "Sharan Narang", "Aurelien Rodriguez", "Robert Stojnic", "Sergey Edunov", "Thomas Scialom" ], "authors_complete": true, "human_role_note": "Complete named paper byline. 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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Kevin Stone", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Peter Albert", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Amjad Almahairi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Yasmine Babaei", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Nikolay Bashlykov", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Soumya Batra", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Prajjwal Bhargava", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Shruti Bhosale", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Dan Bikel", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Lukas Blecher", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Cristian Canton Ferrer", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Moya Chen", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Guillem Cucurull", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "David Esiobu", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jude Fernandes", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jeremy Fu", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Wenyin Fu", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Brian Fuller", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Cynthia Gao", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Vedanuj Goswami", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Naman Goyal", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Anthony Hartshorn", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Saghar Hosseini", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Rui Hou", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Hakan Inan", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Marcin Kardas", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Viktor Kerkez", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Madian Khabsa", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Isabel Kloumann", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — company research page", "url": "https://ai.meta.com/research/publications/llama-2-open-foundation-and-fine-tuned-chat-models/" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "This is the 2023 Llama 2 research report, distinct from the original LLaMA and later Llama 3. Benchmarks and safety evaluations are those reported by the team.", "domain": "Foundation language models" }, "sources": [ { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2" }, { "citation": "Touvron and colleagues: Llama 2 foundation and chat model family — company research page", "url": "https://ai.meta.com/research/publications/llama-2-open-foundation-and-fine-tuned-chat-models/" } ], "statement": "# Touvron and colleagues: Llama 2 foundation and chat model family\n\nReleased and evaluated Llama 2 pretrained models from 7B to 70B parameters and fine-tuned dialogue variants, documenting training and safety methods.\n\n## Scientific scope\n\nThis is the 2023 Llama 2 research report, distinct from the original LLaMA and later Llama 3. Benchmarks and safety evaluations are those reported by the team.\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\nHugo Touvron; Louis Martin; Kevin Stone; Peter Albert; Amjad Almahairi; Yasmine Babaei; Nikolay Bashlykov; Soumya Batra; Prajjwal Bhargava; Shruti Bhosale; Dan Bikel; Lukas Blecher; Cristian Canton Ferrer; Moya Chen; Guillem Cucurull; David Esiobu; Jude Fernandes; Jeremy Fu; Wenyin Fu; Brian Fuller; Cynthia Gao; Vedanuj Goswami; Naman Goyal; Anthony Hartshorn; Saghar Hosseini; Rui Hou; Hakan Inan; Marcin Kardas; Viktor Kerkez; Madian Khabsa; Isabel Kloumann; Artem Korenev; Punit Singh Koura; Marie-Anne Lachaux; Thibaut Lavril; Jenya Lee; Diana Liskovich; Yinghai Lu; Yuning Mao; Xavier Martinet; Todor Mihaylov; Pushkar Mishra; Igor Molybog; Yixin Nie; Andrew Poulton; Jeremy Reizenstein; Rashi Rungta; Kalyan Saladi; Alan Schelten; Ruan Silva; Eric Michael Smith; Ranjan Subramanian; Xiaoqing Ellen Tan; Binh Tang; Ross Taylor; Adina Williams; Jian Xiang Kuan; Puxin Xu; Zheng Yan; Iliyan Zarov; Yuchen Zhang; Angela Fan; Melanie Kambadur; Sharan Narang; Aurelien Rodriguez; Robert Stojnic; Sergey Edunov; Thomas Scialom\n\nComplete named paper byline. Human research, source-reported system execution and experimental validation are distinct; individual effort shares are not measured.\n\n\n\n## Original sources\n\n- [Touvron and colleagues: Llama 2 foundation and chat model family — original paper](https://arxiv.org/abs/2307.09288v2)\n- [Touvron and colleagues: Llama 2 foundation and chat model family — company research page](https://ai.meta.com/research/publications/llama-2-open-foundation-and-fine-tuned-chat-models/)\n", "summary": "Released and evaluated Llama 2 pretrained models from 7B to 70B parameters and fine-tuned dialogue variants, documenting training and safety methods.", "title": "Touvron and colleagues: Llama 2 foundation and chat model family" }, "record_id": "urn:uuid:2ff0e979-ce5c-4a6f-a681-c4396160c867", "version": 1, "source_ref": { "record_id": "urn:uuid:2ff0e979-ce5c-4a6f-a681-c4396160c867", "version": 1, "content_hash": "sha256:3d38cd3d8ac98a24121b79f203f8bf0c0a86ae9748a568464c275386eb2454b5" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:757aac504c4b250963f8181d8e3ae89e08f8b1c0bbdbca8f2c6aaa2f38c06706" }, "target": { "record_id": "urn:uuid:2ff0e979-ce5c-4a6f-a681-c4396160c867", "version": 1, "content_hash": "sha256:3d38cd3d8ac98a24121b79f203f8bf0c0a86ae9748a568464c275386eb2454b5" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "touvron-et-al-llama2-2023", "entry_id": "touvron-et-al-llama2-2023", "revision": 1, "title": "Touvron and colleagues: Llama 2 foundation and chat model family", "context": "Foundation language models", "track": "Human-designed AI research method or resource", "band": "B", "modifier": null, "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-09-27", "evidence_cutoff": "2026-09-27", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Released and evaluated Llama 2 pretrained models from 7B to 70B parameters and fine-tuned dialogue variants, documenting training and safety methods.", "scope": "Released and evaluated Llama 2 pretrained models from 7B to 70B parameters and fine-tuned dialogue variants, documenting training and safety methods. Scope limitation: This is the 2023 Llama 2 research report, distinct from the original LLaMA and later Llama 3. Benchmarks and safety evaluations are those reported by the team.", "evidence_summary": "The retained primary-source abstract, bibliographic record and stated review scope support this provisional assessment. No independent experimental replication by WRS is claimed. This is the 2023 Llama 2 research report, distinct from the original LLaMA and later Llama 3. Benchmarks and safety evaluations are those reported by the team.", "references": [ { "title": "Touvron and colleagues: Llama 2 foundation and chat model family — original paper", "url": "https://arxiv.org/abs/2307.09288v2", "locator": "Abstract and complete bibliographic byline for 2307.09288v2; not an independent proof or experimental replication." }, { "title": "Touvron and colleagues: Llama 2 foundation and chat model family — company research page", "url": "https://ai.meta.com/research/publications/llama-2-open-foundation-and-fine-tuned-chat-models/", "locator": "Source-linked contribution and stated scientific limits; not an independent replication." } ], "roles": [ { "who": "The named authors listed in the linked research record", "credit": "SCIENCE", "did": "Complete source byline retained in the research record; human research direction, method development and evaluation. 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