{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Model: Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","description":"Snowflake (Arctic) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/81af9b6d-2082-4850-a18a-c318f43a0b7c","json_url":"https://onlylabs.fyi/signals/81af9b6d-2082-4850-a18a-c318f43a0b7c/signal.json","generated_at":"2026-06-11T02:50:36.993922+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/81af9b6d-2082-4850-a18a-c318f43a0b7c","signal_json":"https://onlylabs.fyi/signals/81af9b6d-2082-4850-a18a-c318f43a0b7c/signal.json","source":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","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-20b. 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High-signal details: license apache-2.0 · 20 HF downloads · Low download count, routine 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-20b","text":"Snowflake (Arctic) published model Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","predicate":"is classified as","object":"model signal","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b is classified as model signal."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","predicate":"belongs to","object":"releases desk","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b belongs to releases desk."},{"subject":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b has evidence coverage 1 captured evidence page."}]},"signal":{"id":"81af9b6d-2082-4850-a18a-c318f43a0b7c","url":"https://onlylabs.fyi/signals/81af9b6d-2082-4850-a18a-c318f43a0b7c","json_url":"https://onlylabs.fyi/signals/81af9b6d-2082-4850-a18a-c318f43a0b7c/signal.json","source_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b","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":"2025-08-21T22:53:50+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-20b/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":20,"hf_likes":5},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b/raw/main/README.md","final_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b/raw/main/README.md","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:36.993922+00:00","bytes":1310,"raw_path":"66ed24a8315e56b2f63b93860683b024de19c6d25c94b647325573be5bb5b0c2.md","content_hash":"acaa7e98a895bc8db73fa323b7d2b3a3315741292a59976f04edca651a857307","excerpt_chars":1200,"truncated":true,"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)! <!--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) See all of the speculators we have released via our [Speculators..."},"evidence_pages":[{"url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b/raw/main/README.md","final_url":"https://huggingface.co/Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b/raw/main/README.md","title":"Snowflake/Arctic-LSTM-Speculator-gpt-oss-20b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:36.993922+00:00","bytes":1310,"raw_path":"66ed24a8315e56b2f63b93860683b024de19c6d25c94b647325573be5bb5b0c2.md","content_hash":"acaa7e98a895bc8db73fa323b7d2b3a3315741292a59976f04edca651a857307","excerpt_chars":1200,"truncated":true,"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)! <!--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) See all of the speculators we have released via our [Speculators..."}],"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":"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"}]}