{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Model: togethercomputer/LLaMA-2-7B-32K","description":"Together AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ff4f37b3-4f39-45f2-9563-71e717727458","json_url":"https://onlylabs.fyi/signals/ff4f37b3-4f39-45f2-9563-71e717727458/signal.json","generated_at":"2026-06-11T03:28:20.098846+00:00","org":{"slug":"together-ai","name":"Together AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/together-ai","dossier_json_url":"https://onlylabs.fyi/labs/together-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/ff4f37b3-4f39-45f2-9563-71e717727458","signal_json":"https://onlylabs.fyi/signals/ff4f37b3-4f39-45f2-9563-71e717727458/signal.json","source":"https://huggingface.co/togethercomputer/LLaMA-2-7B-32K","lab_dossier":"https://onlylabs.fyi/labs/together-ai","lab_dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/together-ai","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-ai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Together AI published togethercomputer/LLaMA-2-7B-32K. 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for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/ff4f37b3-4f39-45f2-9563-71e717727458/signal.json","required":true},{"label":"source","url":"https://huggingface.co/togethercomputer/LLaMA-2-7B-32K","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/together-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/together-ai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Together AI's model signal \"togethercomputer/LLaMA-2-7B-32K\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published model","object":"togethercomputer/LLaMA-2-7B-32K","text":"Together AI published model togethercomputer/LLaMA-2-7B-32K."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"is classified as","object":"model signal","text":"togethercomputer/LLaMA-2-7B-32K is classified as model signal."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"belongs to","object":"releases desk","text":"togethercomputer/LLaMA-2-7B-32K belongs to releases desk."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/LLaMA-2-7B-32K has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has captured page count","object":"1","text":"togethercomputer/LLaMA-2-7B-32K has captured page count 1."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has readable page count","object":"1","text":"togethercomputer/LLaMA-2-7B-32K has readable page count 1."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has related signal count","object":"6","text":"togethercomputer/LLaMA-2-7B-32K has related signal count 6."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"togethercomputer/LLaMA-2-7B-32K has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has source host","object":"huggingface.co","text":"togethercomputer/LLaMA-2-7B-32K has source host huggingface.co."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has lab","object":"Together AI","text":"togethercomputer/LLaMA-2-7B-32K has lab Together AI."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has signal desk","object":"releases","text":"togethercomputer/LLaMA-2-7B-32K has signal desk releases."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has source host","object":"huggingface.co","text":"togethercomputer/LLaMA-2-7B-32K has source host huggingface.co."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has task","object":"text-generation","text":"togethercomputer/LLaMA-2-7B-32K has task text-generation."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has license","object":"llama2","text":"togethercomputer/LLaMA-2-7B-32K has license llama2."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has library","object":"transformers","text":"togethercomputer/LLaMA-2-7B-32K has library transformers."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has downloads","object":"2.2K","text":"togethercomputer/LLaMA-2-7B-32K has downloads 2.2K."},{"subject":"togethercomputer/LLaMA-2-7B-32K","predicate":"has likes","object":"537","text":"togethercomputer/LLaMA-2-7B-32K has likes 537."}]},"intelligence":{"signal_desk":"releases","answer":"Together AI published togethercomputer/LLaMA-2-7B-32K. 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This model represents our efforts to contribute to the rapid progress of the open-source ecosystem for large language models. The model has been extended to a context length of 32K with position interpolation, allowing applications on multi-document QA, long text summarization, etc. What's new? This model introduces several improvements and new features: 1. **Extended Context:** The model has been trained to handle context lengths up to 32K, which is a significant improvement over the previous versions. 2. **Pre-training and Instruction Tuning:** We have shared our data recipe, which consists of a mixture of pre-training and instruction tuning data. 3. **Fine-tuning Examples:** We provide examples of how to fine-tune the model for specific applications, including book summarization and long context..."},"evidence_pages":[{"url":"https://huggingface.co/togethercomputer/LLaMA-2-7B-32K/raw/main/README.md","final_url":"https://huggingface.co/togethercomputer/LLaMA-2-7B-32K/raw/main/README.md","title":"togethercomputer/LLaMA-2-7B-32K model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:20.098846+00:00","bytes":6147,"raw_path":"826dd197c6f5dfe9675cd1dec66184f97c3f8de1547b4830f49f230a1d209fc0.md","content_hash":"45c1c5cd4b685fcac19b818d725bbfb23dfccf7008c67694543124a9d4d97851","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: llama2 datasets: - togethercomputer/RedPajama-Data-1T - togethercomputer/RedPajama-Data-Instruct - EleutherAI/pile - togethercomputer/Long-Data-Collections language: - en library_name: transformers --- LLaMA-2-7B-32K Model Description LLaMA-2-7B-32K is an open-source, long context language model developed by Together, fine-tuned from Meta's original Llama-2 7B model. This model represents our efforts to contribute to the rapid progress of the open-source ecosystem for large language models. The model has been extended to a context length of 32K with position interpolation, allowing applications on multi-document QA, long text summarization, etc. What's new? This model introduces several improvements and new features: 1. **Extended Context:** The model has been trained to handle context lengths up to 32K, which is a significant improvement over the previous versions. 2. **Pre-training and Instruction Tuning:** We have shared our data recipe, which consists of a mixture of pre-training and instruction tuning data. 3. **Fine-tuning Examples:** We provide examples of how to fine-tune the model for specific applications, including book summarization and long context..."}],"related_signals":[{"id":"22026f92-21da-461f-90e2-0debbedc287f","url":"https://onlylabs.fyi/signals/22026f92-21da-461f-90e2-0debbedc287f","source_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Minimax-M2.5","title":"togethercomputer/Aurora-Spec-Minimax-M2.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-02-19T20:32:12+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"0168c6b5-67ca-48c2-a176-2423a1f3f782","url":"https://onlylabs.fyi/signals/0168c6b5-67ca-48c2-a176-2423a1f3f782","source_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Minimax-M2.1","title":"togethercomputer/Aurora-Spec-Minimax-M2.1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-02-04T23:02:09+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"57239096-e82d-4c02-b406-1d6717784602","url":"https://onlylabs.fyi/signals/57239096-e82d-4c02-b406-1d6717784602","source_url":"https://huggingface.co/togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8","title":"togethercomputer/Aurora-Spec-Qwen3-Coder-Next-FP8","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-02-03T05:16:50+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"93bbdc8d-2ee5-4111-99c5-34012f00fc79","url":"https://onlylabs.fyi/signals/93bbdc8d-2ee5-4111-99c5-34012f00fc79","source_url":"https://huggingface.co/togethercomputer/M1-3B","title":"togethercomputer/M1-3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2025-05-02T04:30:50+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"1df1c794-a659-44cb-9190-bf7ccd672f04","url":"https://onlylabs.fyi/signals/1df1c794-a659-44cb-9190-bf7ccd672f04","source_url":"https://huggingface.co/togethercomputer/qwen2_vl_7b_instruct-biomedical-stage2","title":"togethercomputer/qwen2_vl_7b_instruct-biomedical-stage2","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2025-01-21T18:16:55+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"},{"id":"f9ef9883-7f1e-493e-a1ac-a04be0da3d0d","url":"https://onlylabs.fyi/signals/f9ef9883-7f1e-493e-a1ac-a04be0da3d0d","source_url":"https://huggingface.co/togethercomputer/gemma-2-9b-it-MoAA-DPO","title":"togethercomputer/gemma-2-9b-it-MoAA-DPO","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2024-12-06T01:28:39+00:00","first_seen_at":"2026-06-06T01:49:45.746189+00:00","date_source":"source"}]}