{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Model: Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","description":"Snowflake (Arctic) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c","json_url":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c/signal.json","generated_at":"2026-06-11T02:50:43.130642+00:00","org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/snowflake","dossier_json_url":"https://onlylabs.fyi/labs/snowflake/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c","signal_json":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c/signal.json","source":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","lab_dossier":"https://onlylabs.fyi/labs/snowflake","lab_dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis":"https://onlylabs.fyi/analysis/snowflake","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/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":"Snowflake (Arctic) published Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 8 HF downloads · Low downloads, minor 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/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","source_host":"huggingface.co","occurred_at":"2025-04-30T22:43:54+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Snowflake (Arctic)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Downloads","value":"8","source":"traction"},{"label":"Likes","value":"3","source":"traction"},{"label":"Notability","value":"Low downloads, minor model release.","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"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/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:43.130642+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c/signal.json","dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/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/90ecb588-7395-4f52-b77f-11091307da2c/signal.json","required":true},{"label":"source","url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/snowflake/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/snowflake/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 Snowflake (Arctic)'s model signal \"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published model","object":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","text":"Snowflake (Arctic) published model Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"is classified as","object":"model signal","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct is classified as model signal."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"belongs to","object":"releases desk","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct belongs to releases desk."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has evidence coverage 1 captured evidence page."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has captured page count","object":"1","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has captured page count 1."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has readable page count","object":"1","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has readable page count 1."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has related signal count","object":"6","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has related signal count 6."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","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":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has source host","object":"huggingface.co","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has source host huggingface.co."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has lab Snowflake (Arctic)."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has signal desk","object":"releases","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has signal desk releases."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has source host","object":"huggingface.co","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has source host huggingface.co."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has license","object":"apache-2.0","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has license apache-2.0."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has downloads","object":"8","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has downloads 8."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has likes","object":"3","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has likes 3."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has notability","object":"Low downloads, minor model release.","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has notability Low downloads, minor model release.."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has watch term","object":"Model card","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"Snowflake (Arctic) published Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 8 HF downloads · Low downloads, minor model release.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published model","object":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","text":"Snowflake (Arctic) published model Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"is classified as","object":"model signal","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct is classified as model signal."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"belongs to","object":"releases desk","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct belongs to releases desk."},{"subject":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct has evidence coverage 1 captured evidence page."}]},"signal":{"id":"90ecb588-7395-4f52-b77f-11091307da2c","url":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c","json_url":"https://onlylabs.fyi/signals/90ecb588-7395-4f52-b77f-11091307da2c/signal.json","source_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","title":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct","summary":"Snowflake (Arctic) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2025-04-30T22:43:54+00:00","first_seen_at":"2026-06-06T01:49:59.400935+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/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct/raw/main/README.md"]},"facets":{"license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":8,"hf_likes":3},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct/raw/main/README.md","final_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct/raw/main/README.md","title":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:43.130642+00:00","bytes":2238,"raw_path":"2739b3aded0ba8087a21608379d18efcf9458ed35dfd879c51a83c5f96aa2daa.md","content_hash":"b78a228cafe69382777bed474a5ca9610368e1d015d567119dff1eec4c04d67f","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 --- ArcticSpeculator Build a fastest OSS vllm-based speculative decoding system for your own model, using [ArcticTraining](https://github.com/snowflakedb/ArcticTraining) and [ArcticInference](https://github.com/snowflakedb/ArcticInference)! We compare the throughput (tokens/s) of existing vllm-based speculative decoding systems for Llama3.1-70B-Instruct on 8xH100 as below: | method | ShareGPT | HumanEval | |--------------------------------------|----------------|--------------| | VLLM V1 Baseline | 84.1 | 84.1 | | VLLM V1 Eagle | 102.2 | 112.0 | | VLLM V1 Eagle3 | 77.7 | 85.3 | | VLLM V0 MLP-Speculator (IBM) | 77.9 | 66.7 | | ArcticSpeculator | **172.4** | **203.7** | For more details about ArcticSpeculator and how to use it: * ❄️ [Using Arctic-Inference and Arctic-Training for improving real-world speculative decoding Performance (blog)]() * 🚀 [Getting started guide using ArcticTraining](https://github.com/snowflakedb/ArcticTraining/tree/mlp-variant-speculator/projects/mlp_variant_speculator) We also release ArcticSpeculator checkpoints we trained with [ArcticTraining](https://github.com/snowflakedb/ArcticTraining) to run with..."},"evidence_pages":[{"url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct/raw/main/README.md","final_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct/raw/main/README.md","title":"Snowflake/Arctic-LSTM-Speculator-Qwen2.5-32B-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:43.130642+00:00","bytes":2238,"raw_path":"2739b3aded0ba8087a21608379d18efcf9458ed35dfd879c51a83c5f96aa2daa.md","content_hash":"b78a228cafe69382777bed474a5ca9610368e1d015d567119dff1eec4c04d67f","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 --- ArcticSpeculator Build a fastest OSS vllm-based speculative decoding system for your own model, using [ArcticTraining](https://github.com/snowflakedb/ArcticTraining) and [ArcticInference](https://github.com/snowflakedb/ArcticInference)! We compare the throughput (tokens/s) of existing vllm-based speculative decoding systems for Llama3.1-70B-Instruct on 8xH100 as below: | method | ShareGPT | HumanEval | |--------------------------------------|----------------|--------------| | VLLM V1 Baseline | 84.1 | 84.1 | | VLLM V1 Eagle | 102.2 | 112.0 | | VLLM V1 Eagle3 | 77.7 | 85.3 | | VLLM V0 MLP-Speculator (IBM) | 77.9 | 66.7 | | ArcticSpeculator | **172.4** | **203.7** | For more details about ArcticSpeculator and how to use it: * ❄️ [Using Arctic-Inference and Arctic-Training for improving real-world speculative decoding Performance (blog)]() * 🚀 [Getting started guide using ArcticTraining](https://github.com/snowflakedb/ArcticTraining/tree/mlp-variant-speculator/projects/mlp_variant_speculator) We also release ArcticSpeculator checkpoints we trained with [ArcticTraining](https://github.com/snowflakedb/ArcticTraining) to run with..."}],"related_signals":[{"id":"1853c29b-2a02-4ca5-b750-c3101a1e7669","url":"https://onlylabs.fyi/signals/1853c29b-2a02-4ca5-b750-c3101a1e7669","source_url":"https://huggingface.co/Snowflake/Arctic-AWM-14B","title":"Snowflake/Arctic-AWM-14B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-02-08T19:25:00+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"},{"id":"62f2c6a6-a3e5-4295-9bf8-eddcddbc157a","url":"https://onlylabs.fyi/signals/62f2c6a6-a3e5-4295-9bf8-eddcddbc157a","source_url":"https://huggingface.co/Snowflake/Arctic-AWM-8B","title":"Snowflake/Arctic-AWM-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-02-08T19:23:34+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"},{"id":"73ddea5a-2c56-4950-8c13-74942460bb1e","url":"https://onlylabs.fyi/signals/73ddea5a-2c56-4950-8c13-74942460bb1e","source_url":"https://huggingface.co/Snowflake/Arctic-AWM-4B","title":"Snowflake/Arctic-AWM-4B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-02-08T19:23:10+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"},{"id":"f503efc6-d77a-4acc-a590-4c46290dcb9d","url":"https://onlylabs.fyi/signals/f503efc6-d77a-4acc-a590-4c46290dcb9d","source_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2025-08-21T23:08:11+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"},{"id":"81af9b6d-2082-4850-a18a-c318f43a0b7c","url":"https://onlylabs.fyi/signals/81af9b6d-2082-4850-a18a-c318f43a0b7c","source_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2025-08-21T22:53:50+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"},{"id":"a4b1c878-2a14-4061-a6ee-dce728884ecf","url":"https://onlylabs.fyi/signals/a4b1c878-2a14-4061-a6ee-dce728884ecf","source_url":"https://huggingface.co/Snowflake/snowflake-arctic-tilt-v1.3","title":"Snowflake/snowflake-arctic-tilt-v1.3","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2025-07-28T18:20:56+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"}]}