{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Model: Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","description":"Snowflake (Arctic) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f503efc6-d77a-4acc-a590-4c46290dcb9d","json_url":"https://onlylabs.fyi/signals/f503efc6-d77a-4acc-a590-4c46290dcb9d/signal.json","generated_at":"2026-06-11T02:50:36.814732+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/f503efc6-d77a-4acc-a590-4c46290dcb9d","signal_json":"https://onlylabs.fyi/signals/f503efc6-d77a-4acc-a590-4c46290dcb9d/signal.json","source":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","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-gpt-oss-120b. 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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/f503efc6-d77a-4acc-a590-4c46290dcb9d/signal.json","required":true},{"label":"source","url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","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-gpt-oss-120b\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published model","object":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","text":"Snowflake (Arctic) published model Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"is classified as","object":"model signal","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b is classified as model signal."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"belongs to","object":"releases desk","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b belongs to releases desk."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has evidence coverage 1 captured evidence page."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has captured page count","object":"1","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has captured page count 1."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has readable page count","object":"1","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has readable page count 1."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has related signal count","object":"6","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has related signal count 6."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","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-gpt-oss-120b 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-gpt-oss-120b","predicate":"has source host","object":"huggingface.co","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has source host huggingface.co."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has lab Snowflake (Arctic)."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has signal desk","object":"releases","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has signal desk releases."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has source host","object":"huggingface.co","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has source host huggingface.co."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has license","object":"apache-2.0","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has license apache-2.0."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has downloads","object":"78","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has downloads 78."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has likes","object":"5","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has likes 5."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has notability","object":"Low traction, niche speculator model release.","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has notability Low traction, niche speculator model release.."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has watch term","object":"Model card","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"Snowflake (Arctic) published Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 78 HF downloads · Low traction, niche speculator 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-gpt-oss-120b","text":"Snowflake (Arctic) published model Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"is classified as","object":"model signal","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b is classified as model signal."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"belongs to","object":"releases desk","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b belongs to releases desk."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f503efc6-d77a-4acc-a590-4c46290dcb9d","url":"https://onlylabs.fyi/signals/f503efc6-d77a-4acc-a590-4c46290dcb9d","json_url":"https://onlylabs.fyi/signals/f503efc6-d77a-4acc-a590-4c46290dcb9d/signal.json","source_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b","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":"2025-08-21T23:08:11+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-gpt-oss-120b/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":78,"hf_likes":5},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b/raw/main/README.md","final_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b/raw/main/README.md","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-120b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:36.814732+00:00","bytes":1104,"raw_path":"bc385d7c24836f5b5b373227bdd282eae9a970a81ed24107e954091fd8b0d2fc.md","content_hash":"72f32d8b6426d08c23a438c9e1476cbe6c8afb3bc6792dc82fa10b6b4893f5a7","excerpt_chars":1200,"truncated":false,"excerpt":"--- license: apache-2.0 --- ArcticSpeculator Build the 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)! 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Throughput (tokens/s) of gpt-oss-120b on 8xH100 using vLLM below: | method | ShareGPT | HumanEval | |--------------------------------------|----------------|--------------| | vLLM V1 Baseline | 220.2 | 220.7 | | ArcticSpeculator | **377.3** | **400.0** | 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) See all of the speculators we have released via our [Speculators Collection](https://huggingface.co/collections/Snowflake/speculators-6812b07f3186d13e243022e4)"}],"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":"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"},{"id":"1c5c9a03-346a-4c92-95a5-1f4b7e56200e","url":"https://onlylabs.fyi/signals/1c5c9a03-346a-4c92-95a5-1f4b7e56200e","source_url":"https://huggingface.co/Snowflake/Arctic-Text2SQL-R1-7B","title":"Snowflake/Arctic-Text2SQL-R1-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2025-05-22T18:59:10+00:00","first_seen_at":"2026-06-06T01:49:59.400935+00:00","date_source":"source"}]}