{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Model: cerebras/Dragon-DocChat-Context-Encoder","description":"Cerebras model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ae9b5cb8-d95d-4ab0-92b2-559ac19e24ab","json_url":"https://onlylabs.fyi/signals/ae9b5cb8-d95d-4ab0-92b2-559ac19e24ab/signal.json","generated_at":"2026-06-11T03:04:02.647376+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/ae9b5cb8-d95d-4ab0-92b2-559ac19e24ab","signal_json":"https://onlylabs.fyi/signals/ae9b5cb8-d95d-4ab0-92b2-559ac19e24ab/signal.json","source":"https://huggingface.co/cerebras/Dragon-DocChat-Context-Encoder","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/Dragon-DocChat-Context-Encoder. 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High-signal details: license other · 9 HF downloads · Low traction, routine model release.. 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/Dragon-DocChat-Context-Encoder","source_host":"huggingface.co","occurred_at":"2024-08-16T23:20:42+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":"License","value":"other","source":"model"},{"label":"Downloads","value":"9","source":"traction"},{"label":"Likes","value":"2","source":"traction"},{"label":"Notability","value":"Low traction, routine model release.","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"},{"label":"Watch term","value":"Agents and tool use","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/Dragon-DocChat-Context-Encoder/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:04:02.647376+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ae9b5cb8-d95d-4ab0-92b2-559ac19e24ab/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/ae9b5cb8-d95d-4ab0-92b2-559ac19e24ab/signal.json","required":true},{"label":"source","url":"https://huggingface.co/cerebras/Dragon-DocChat-Context-Encoder","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/Dragon-DocChat-Context-Encoder\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/Dragon-DocChat-Context-Encoder","text":"Cerebras published model cerebras/Dragon-DocChat-Context-Encoder."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"is classified as","object":"model signal","text":"cerebras/Dragon-DocChat-Context-Encoder is classified as model signal."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"belongs to","object":"releases desk","text":"cerebras/Dragon-DocChat-Context-Encoder belongs to releases desk."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/Dragon-DocChat-Context-Encoder has evidence coverage 1 captured evidence page."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has captured page count","object":"1","text":"cerebras/Dragon-DocChat-Context-Encoder has captured page count 1."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has readable page count","object":"1","text":"cerebras/Dragon-DocChat-Context-Encoder has readable page count 1."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has related signal count","object":"6","text":"cerebras/Dragon-DocChat-Context-Encoder has related signal count 6."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","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/Dragon-DocChat-Context-Encoder has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has source host","object":"huggingface.co","text":"cerebras/Dragon-DocChat-Context-Encoder has source host huggingface.co."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has lab","object":"Cerebras","text":"cerebras/Dragon-DocChat-Context-Encoder has lab Cerebras."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has signal desk","object":"releases","text":"cerebras/Dragon-DocChat-Context-Encoder has signal desk releases."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has source host","object":"huggingface.co","text":"cerebras/Dragon-DocChat-Context-Encoder has source host huggingface.co."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has license","object":"other","text":"cerebras/Dragon-DocChat-Context-Encoder has license other."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has downloads","object":"9","text":"cerebras/Dragon-DocChat-Context-Encoder has downloads 9."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has likes","object":"2","text":"cerebras/Dragon-DocChat-Context-Encoder has likes 2."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has notability","object":"Low traction, routine model release.","text":"cerebras/Dragon-DocChat-Context-Encoder has notability Low traction, routine model release.."},{"subject":"cerebras/Dragon-DocChat-Context-Encoder","predicate":"has watch term","object":"Eval methodology","text":"cerebras/Dragon-DocChat-Context-Encoder has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"Cerebras published cerebras/Dragon-DocChat-Context-Encoder. 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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 Dragon-DocChat – was built on top of Dragon+ and finetuned using ChatQA’s conversational Q&A dataset. The finetuning process took *minutes* on 1 Cerebras machine (yes you read that correctly), and yields 8.9% and 3.5% absolute improvements in recall over Dragon+ and ChatQA Dragon-Multiturn (top-1). **Note that like its predecessors, Cerebras Dragon-DocChat is a dual-encoder embedding model. This model card is for the context encoder. You can find the question encoder's model card here.** 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 weights on..."},"evidence_pages":[{"url":"https://huggingface.co/cerebras/Dragon-DocChat-Context-Encoder/raw/main/README.md","final_url":"https://huggingface.co/cerebras/Dragon-DocChat-Context-Encoder/raw/main/README.md","title":"cerebras/Dragon-DocChat-Context-Encoder model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:02.647376+00:00","bytes":14662,"raw_path":"aa2494972996a4465800eb45b2ff6ecb1cdbc9366b74e63414c822baf0fec3b4.md","content_hash":"cf179c6e5138127a4676f278dcda34d0b811b689aa9721873c73f1e4f88274d1","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en tag: - doc-chat - DocChat - dragon - retriever - conversation - multi-turn - conversational query license: - other --- 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 Dragon-DocChat – was built on top of Dragon+ and finetuned using ChatQA’s conversational Q&A dataset. The finetuning process took *minutes* on 1 Cerebras machine (yes you read that correctly), and yields 8.9% and 3.5% absolute improvements in recall over Dragon+ and ChatQA Dragon-Multiturn (top-1). **Note that like its predecessors, Cerebras Dragon-DocChat is a dual-encoder embedding model. This model card is for the context encoder. You can find the question encoder's model card here.** 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 weights on..."}],"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"}]}