{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Model: cerebras/Llama3-DocChat-1.0-8B","description":"Cerebras model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f","json_url":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f/signal.json","generated_at":"2026-06-11T03:04:02.83455+00:00","org":{"slug":"cerebras","name":"Cerebras","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/cerebras","dossier_json_url":"https://onlylabs.fyi/labs/cerebras/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f","signal_json":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f/signal.json","source":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B","lab_dossier":"https://onlylabs.fyi/labs/cerebras","lab_dossier_json":"https://onlylabs.fyi/labs/cerebras/dossier.json","analysis":"https://onlylabs.fyi/analysis/cerebras","analysis_json":"https://onlylabs.fyi/analysis/cerebras/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cerebras/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":"Cerebras published cerebras/Llama3-DocChat-1.0-8B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 12 HF downloads · Very low traction, minor fine-tune. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B","source_host":"huggingface.co","occurred_at":"2024-08-13T21:35:51+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Cerebras","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"other","source":"model"},{"label":"Downloads","value":"12","source":"traction"},{"label":"Likes","value":"69","source":"traction"},{"label":"Notability","value":"Very low traction, minor fine-tune","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:04:02.83455+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f/signal.json","dossier_json":"https://onlylabs.fyi/labs/cerebras/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/cerebras/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cerebras/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; 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/07054904-4e48-4453-a3ce-816fa17e449f/signal.json","required":true},{"label":"source","url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/cerebras/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/cerebras/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 Cerebras's model signal \"cerebras/Llama3-DocChat-1.0-8B\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/Llama3-DocChat-1.0-8B","text":"Cerebras published model cerebras/Llama3-DocChat-1.0-8B."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"is classified as","object":"model signal","text":"cerebras/Llama3-DocChat-1.0-8B is classified as model signal."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"belongs to","object":"releases desk","text":"cerebras/Llama3-DocChat-1.0-8B belongs to releases desk."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/Llama3-DocChat-1.0-8B has evidence coverage 1 captured evidence page."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has captured page count","object":"1","text":"cerebras/Llama3-DocChat-1.0-8B has captured page count 1."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has readable page count","object":"1","text":"cerebras/Llama3-DocChat-1.0-8B has readable page count 1."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has related signal count","object":"6","text":"cerebras/Llama3-DocChat-1.0-8B has related signal count 6."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","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":"cerebras/Llama3-DocChat-1.0-8B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has source host","object":"huggingface.co","text":"cerebras/Llama3-DocChat-1.0-8B has source host huggingface.co."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has lab","object":"Cerebras","text":"cerebras/Llama3-DocChat-1.0-8B has lab Cerebras."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has signal desk","object":"releases","text":"cerebras/Llama3-DocChat-1.0-8B has signal desk releases."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has source host","object":"huggingface.co","text":"cerebras/Llama3-DocChat-1.0-8B has source host huggingface.co."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has task","object":"text-generation","text":"cerebras/Llama3-DocChat-1.0-8B has task text-generation."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has license","object":"other","text":"cerebras/Llama3-DocChat-1.0-8B has license other."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has downloads","object":"12","text":"cerebras/Llama3-DocChat-1.0-8B has downloads 12."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has likes","object":"69","text":"cerebras/Llama3-DocChat-1.0-8B has likes 69."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has notability","object":"Very low traction, minor fine-tune","text":"cerebras/Llama3-DocChat-1.0-8B has notability Very low traction, minor fine-tune."}]},"intelligence":{"signal_desk":"releases","answer":"Cerebras published cerebras/Llama3-DocChat-1.0-8B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 12 HF downloads · Very low traction, minor fine-tune. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/Llama3-DocChat-1.0-8B","text":"Cerebras published model cerebras/Llama3-DocChat-1.0-8B."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"is classified as","object":"model signal","text":"cerebras/Llama3-DocChat-1.0-8B is classified as model signal."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"belongs to","object":"releases desk","text":"cerebras/Llama3-DocChat-1.0-8B belongs to releases desk."},{"subject":"cerebras/Llama3-DocChat-1.0-8B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/Llama3-DocChat-1.0-8B has evidence coverage 1 captured evidence page."}]},"signal":{"id":"07054904-4e48-4453-a3ce-816fa17e449f","url":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f","json_url":"https://onlylabs.fyi/signals/07054904-4e48-4453-a3ce-816fa17e449f/signal.json","source_url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B","title":"cerebras/Llama3-DocChat-1.0-8B","summary":"Cerebras published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2024-08-13T21:35:51+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":12,"hf_likes":69},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B/raw/main/README.md","final_url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B/raw/main/README.md","title":"cerebras/Llama3-DocChat-1.0-8B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:02.83455+00:00","bytes":16970,"raw_path":"001816205144cc4e93df3fcb965026f1797f9a8a2aa46353fbf851cbbdb8e6c5.md","content_hash":"100903c7cbafcf561e59329c9f073d483d50ca38eef00ddbc754c8edb7767fc1","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other language: - en pipeline_tag: text-generation tags: - cerebras - doc-chat - DocChat - llama-3 - pytorch --- Model Information We are excited to announce the release of Cerebras DocChat, our first iteration of models designed for document-based conversational question answering. This series includes two models: Cerebras Llama3-DocChat, a large language model (LLM), and Cerebras Dragon-DocChat, a multi-turn retriever model. This model – Cerebras Llama3-DocChat 1.0 8B – was built on top of Llama 3 base using insights from the latest research on document-based Q&A, most notably Nvidia’s ChatQA model series. As part of this work, we leveraged our experience in LLM model training and dataset curation to overcome the gaps in ChatQA's released datasets and training recipes. Additionally, we employed synthetic data generation to address limitations that couldn't be fully resolved with the available real data. Using a single Cerebras System, Llama3-DocChat 8B was trained in a few hours. You can find more information about DocChat at the following locations: * [Blog post](https://www.cerebras.net/blog/train-a-gpt-4-level-conversational-qa-in-a-few-hours) * [LLM model..."},"evidence_pages":[{"url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B/raw/main/README.md","final_url":"https://huggingface.co/cerebras/Llama3-DocChat-1.0-8B/raw/main/README.md","title":"cerebras/Llama3-DocChat-1.0-8B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:02.83455+00:00","bytes":16970,"raw_path":"001816205144cc4e93df3fcb965026f1797f9a8a2aa46353fbf851cbbdb8e6c5.md","content_hash":"100903c7cbafcf561e59329c9f073d483d50ca38eef00ddbc754c8edb7767fc1","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other language: - en pipeline_tag: text-generation tags: - cerebras - doc-chat - DocChat - llama-3 - pytorch --- Model Information We are excited to announce the release of Cerebras DocChat, our first iteration of models designed for document-based conversational question answering. This series includes two models: Cerebras Llama3-DocChat, a large language model (LLM), and Cerebras Dragon-DocChat, a multi-turn retriever model. This model – Cerebras Llama3-DocChat 1.0 8B – was built on top of Llama 3 base using insights from the latest research on document-based Q&A, most notably Nvidia’s ChatQA model series. As part of this work, we leveraged our experience in LLM model training and dataset curation to overcome the gaps in ChatQA's released datasets and training recipes. Additionally, we employed synthetic data generation to address limitations that couldn't be fully resolved with the available real data. Using a single Cerebras System, Llama3-DocChat 8B was trained in a few hours. You can find more information about DocChat at the following locations: * [Blog post](https://www.cerebras.net/blog/train-a-gpt-4-level-conversational-qa-in-a-few-hours) * [LLM model..."}],"related_signals":[{"id":"c043795d-d639-4f88-95c4-49025226c41b","url":"https://onlylabs.fyi/signals/c043795d-d639-4f88-95c4-49025226c41b","source_url":"https://huggingface.co/cerebras/Step-3.5-Flash-REAP-121B-A11B","title":"cerebras/Step-3.5-Flash-REAP-121B-A11B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-02-25T07:11:20+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"8e156f68-4602-4639-a2fe-608bfd8b83af","url":"https://onlylabs.fyi/signals/8e156f68-4602-4639-a2fe-608bfd8b83af","source_url":"https://huggingface.co/cerebras/Step-3.5-Flash-REAP-149B-A11B","title":"cerebras/Step-3.5-Flash-REAP-149B-A11B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-02-25T07:05:37+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"4853c7eb-6324-4e2c-9738-37b91aac9725","url":"https://onlylabs.fyi/signals/4853c7eb-6324-4e2c-9738-37b91aac9725","source_url":"https://huggingface.co/cerebras/GLM-4.7-Flash-REAP-23B-A3B","title":"cerebras/GLM-4.7-Flash-REAP-23B-A3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-23T05:26:34+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"1fa7b9fc-581e-4b68-ba55-7d2a6fe8a66e","url":"https://onlylabs.fyi/signals/1fa7b9fc-581e-4b68-ba55-7d2a6fe8a66e","source_url":"https://huggingface.co/cerebras/GLM-4.7-REAP-218B-A32B","title":"cerebras/GLM-4.7-REAP-218B-A32B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-10T20:39:01+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"4b7077fd-5f99-4436-8f33-64f484682473","url":"https://onlylabs.fyi/signals/4b7077fd-5f99-4436-8f33-64f484682473","source_url":"https://huggingface.co/cerebras/GLM-4.7-REAP-268B-A32B","title":"cerebras/GLM-4.7-REAP-268B-A32B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2026-01-10T20:34:42+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"},{"id":"65aa0627-3cbf-453f-98f2-186a94b643f0","url":"https://onlylabs.fyi/signals/65aa0627-3cbf-453f-98f2-186a94b643f0","source_url":"https://huggingface.co/cerebras/DeepSeek-V3.2-REAP-345B-A37B","title":"cerebras/DeepSeek-V3.2-REAP-345B-A37B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"cerebras","name":"Cerebras","category":"neocloud"},"occurred_at":"2025-12-09T13:48:42+00:00","first_seen_at":"2026-06-06T01:49:47.331765+00:00","date_source":"source"}]}