{"schema_version":"onlylabs.public_signal.v1","title":"Cerebras Model: cerebras/btlm-3b-8k-chat","description":"Cerebras model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/61e3157a-e4ed-45c6-b3ee-49106740f980","json_url":"https://onlylabs.fyi/signals/61e3157a-e4ed-45c6-b3ee-49106740f980/signal.json","generated_at":"2026-06-11T03:28:18.596494+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/61e3157a-e4ed-45c6-b3ee-49106740f980","signal_json":"https://onlylabs.fyi/signals/61e3157a-e4ed-45c6-b3ee-49106740f980/signal.json","source":"https://huggingface.co/cerebras/btlm-3b-8k-chat","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/btlm-3b-8k-chat. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 36 HF downloads. 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/btlm-3b-8k-chat","source_host":"huggingface.co","occurred_at":"2023-12-05T00:33:30+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":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Downloads","value":"36","source":"traction"},{"label":"Likes","value":"14","source":"traction"},{"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":"Safety and alignment","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/btlm-3b-8k-chat/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:28:18.596494+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/61e3157a-e4ed-45c6-b3ee-49106740f980/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/61e3157a-e4ed-45c6-b3ee-49106740f980/signal.json","required":true},{"label":"source","url":"https://huggingface.co/cerebras/btlm-3b-8k-chat","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/btlm-3b-8k-chat\" for neocloud strategy."},"semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/btlm-3b-8k-chat","text":"Cerebras published model cerebras/btlm-3b-8k-chat."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"is classified as","object":"model signal","text":"cerebras/btlm-3b-8k-chat is classified as model signal."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"belongs to","object":"releases desk","text":"cerebras/btlm-3b-8k-chat belongs to releases desk."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/btlm-3b-8k-chat has evidence coverage 1 captured evidence page."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has captured page count","object":"1","text":"cerebras/btlm-3b-8k-chat has captured page count 1."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has readable page count","object":"1","text":"cerebras/btlm-3b-8k-chat has readable page count 1."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has related signal count","object":"6","text":"cerebras/btlm-3b-8k-chat has related signal count 6."},{"subject":"cerebras/btlm-3b-8k-chat","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/btlm-3b-8k-chat has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has source host","object":"huggingface.co","text":"cerebras/btlm-3b-8k-chat has source host huggingface.co."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has lab","object":"Cerebras","text":"cerebras/btlm-3b-8k-chat has lab Cerebras."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has signal desk","object":"releases","text":"cerebras/btlm-3b-8k-chat has signal desk releases."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has source host","object":"huggingface.co","text":"cerebras/btlm-3b-8k-chat has source host huggingface.co."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has task","object":"text-generation","text":"cerebras/btlm-3b-8k-chat has task text-generation."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has license","object":"apache-2.0","text":"cerebras/btlm-3b-8k-chat has license apache-2.0."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has library","object":"transformers","text":"cerebras/btlm-3b-8k-chat has library transformers."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has downloads","object":"36","text":"cerebras/btlm-3b-8k-chat has downloads 36."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has likes","object":"14","text":"cerebras/btlm-3b-8k-chat has likes 14."}]},"intelligence":{"signal_desk":"releases","answer":"Cerebras published cerebras/btlm-3b-8k-chat. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 36 HF downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Cerebras","predicate":"published model","object":"cerebras/btlm-3b-8k-chat","text":"Cerebras published model cerebras/btlm-3b-8k-chat."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"is classified as","object":"model signal","text":"cerebras/btlm-3b-8k-chat is classified as model signal."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"belongs to","object":"releases desk","text":"cerebras/btlm-3b-8k-chat belongs to releases desk."},{"subject":"cerebras/btlm-3b-8k-chat","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cerebras/btlm-3b-8k-chat has evidence coverage 1 captured evidence page."}]},"signal":{"id":"61e3157a-e4ed-45c6-b3ee-49106740f980","url":"https://onlylabs.fyi/signals/61e3157a-e4ed-45c6-b3ee-49106740f980","json_url":"https://onlylabs.fyi/signals/61e3157a-e4ed-45c6-b3ee-49106740f980/signal.json","source_url":"https://huggingface.co/cerebras/btlm-3b-8k-chat","title":"cerebras/btlm-3b-8k-chat","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":"2023-12-05T00:33:30+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/btlm-3b-8k-chat/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":36,"hf_likes":14},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/cerebras/btlm-3b-8k-chat/raw/main/README.md","final_url":"https://huggingface.co/cerebras/btlm-3b-8k-chat/raw/main/README.md","title":"cerebras/btlm-3b-8k-chat model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.596494+00:00","bytes":11280,"raw_path":"a3a6932f7f641f4525584fd8e308c6455651baeba40592f840cd71646903a112.md","content_hash":"f31085f2bddfeabbbc70897678daa559f2a2d6ca34e63f44923f05be4c7d0a84","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en inference: false tags: - pytorch - causal-lm - Cerebras - BTLM datasets: - cerebras/SlimPajama-627B - Anthropic/hh-rlhf pipeline_tag: text-generation license: apache-2.0 --- BTLM-3B-8k-chat BTLM-3B-8k-chat is a chat version of the [BTLM-3B-8K-base](cerebras/btlm-3b-8k-base) model trained using [DPO](https://arxiv.org/abs/2305.18290) method on [Anthropic-HH-RLHF](Anthropic/hh-rlhf) dataset. The model was specifically trained to align to human preferences and optimized for dialogue use cases. BTLM-3B-8k-chat Highlights BTLM-3B-8k-chat: - **Licensed for commercial use** (Apache 2.0). - **+2.26% improvement on 10 downstream tasks and MMLU over BTLM base model**. - **Improved chat capabilities**. - **Reduced harmlessness and increased helpfulness**. Usage *Note: Transformers does not support muP for all models, so BTLM-3B-8k-chat requires a custom model class. This causes a situation where users must either (1) enable `trust_remote_code=True` when loading the model or (2) acknowledge the warning about code execution upon loading the model.* With generate(): ```python from transformers import AutoTokenizer, AutoModelForCausalLM Load the tokenizer and model tokenizer =..."},"evidence_pages":[{"url":"https://huggingface.co/cerebras/btlm-3b-8k-chat/raw/main/README.md","final_url":"https://huggingface.co/cerebras/btlm-3b-8k-chat/raw/main/README.md","title":"cerebras/btlm-3b-8k-chat model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:28:18.596494+00:00","bytes":11280,"raw_path":"a3a6932f7f641f4525584fd8e308c6455651baeba40592f840cd71646903a112.md","content_hash":"f31085f2bddfeabbbc70897678daa559f2a2d6ca34e63f44923f05be4c7d0a84","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en inference: false tags: - pytorch - causal-lm - Cerebras - BTLM datasets: - cerebras/SlimPajama-627B - Anthropic/hh-rlhf pipeline_tag: text-generation license: apache-2.0 --- BTLM-3B-8k-chat BTLM-3B-8k-chat is a chat version of the [BTLM-3B-8K-base](cerebras/btlm-3b-8k-base) model trained using [DPO](https://arxiv.org/abs/2305.18290) method on [Anthropic-HH-RLHF](Anthropic/hh-rlhf) dataset. The model was specifically trained to align to human preferences and optimized for dialogue use cases. BTLM-3B-8k-chat Highlights BTLM-3B-8k-chat: - **Licensed for commercial use** (Apache 2.0). - **+2.26% improvement on 10 downstream tasks and MMLU over BTLM base model**. - **Improved chat capabilities**. - **Reduced harmlessness and increased helpfulness**. Usage *Note: Transformers does not support muP for all models, so BTLM-3B-8k-chat requires a custom model class. This causes a situation where users must either (1) enable `trust_remote_code=True` when loading the model or (2) acknowledge the warning about code execution upon loading the model.* With generate(): ```python from transformers import AutoTokenizer, AutoModelForCausalLM Load the tokenizer and model tokenizer =..."}],"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"}]}