{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Model: nvidia/nemotron-climb-fasttext-classifiers","description":"NVIDIA model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017","json_url":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017/signal.json","generated_at":"2026-06-11T02:40:52.426509+00:00","org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/nvidia","dossier_json_url":"https://onlylabs.fyi/labs/nvidia/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017","signal_json":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017/signal.json","source":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers","lab_dossier":"https://onlylabs.fyi/labs/nvidia","lab_dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis":"https://onlylabs.fyi/analysis/nvidia","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"NVIDIA published nvidia/nemotron-climb-fasttext-classifiers. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 0 HF downloads · NVIDIA classifier release, moderate impact.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers","source_host":"huggingface.co","occurred_at":"2026-05-11T21:26:36+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"NVIDIA","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":"0","source":"traction"},{"label":"Likes","value":"13","source":"traction"},{"label":"Notability","value":"NVIDIA classifier release, moderate impact.","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":"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/nvidia/nemotron-climb-fasttext-classifiers/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:40:52.426509+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017/signal.json","dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017/signal.json","required":true},{"label":"source","url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nvidia/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nvidia/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 NVIDIA's model signal \"nvidia/nemotron-climb-fasttext-classifiers\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published model","object":"nvidia/nemotron-climb-fasttext-classifiers","text":"NVIDIA published model nvidia/nemotron-climb-fasttext-classifiers."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"is classified as","object":"model signal","text":"nvidia/nemotron-climb-fasttext-classifiers is classified as model signal."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"belongs to","object":"releases desk","text":"nvidia/nemotron-climb-fasttext-classifiers belongs to releases desk."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nvidia/nemotron-climb-fasttext-classifiers has evidence coverage 1 captured evidence page."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has captured page count","object":"1","text":"nvidia/nemotron-climb-fasttext-classifiers has captured page count 1."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has readable page count","object":"1","text":"nvidia/nemotron-climb-fasttext-classifiers has readable page count 1."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has related signal count","object":"6","text":"nvidia/nemotron-climb-fasttext-classifiers has related signal count 6."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","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":"nvidia/nemotron-climb-fasttext-classifiers has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has source host","object":"huggingface.co","text":"nvidia/nemotron-climb-fasttext-classifiers has source host huggingface.co."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has lab","object":"NVIDIA","text":"nvidia/nemotron-climb-fasttext-classifiers has lab NVIDIA."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has signal desk","object":"releases","text":"nvidia/nemotron-climb-fasttext-classifiers has signal desk releases."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has source host","object":"huggingface.co","text":"nvidia/nemotron-climb-fasttext-classifiers has source host huggingface.co."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has license","object":"other","text":"nvidia/nemotron-climb-fasttext-classifiers has license other."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has downloads","object":"0","text":"nvidia/nemotron-climb-fasttext-classifiers has downloads 0."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has likes","object":"13","text":"nvidia/nemotron-climb-fasttext-classifiers has likes 13."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has notability","object":"NVIDIA classifier release, moderate impact.","text":"nvidia/nemotron-climb-fasttext-classifiers has notability NVIDIA classifier release, moderate impact.."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has watch term","object":"Eval methodology","text":"nvidia/nemotron-climb-fasttext-classifiers has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published nvidia/nemotron-climb-fasttext-classifiers. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 0 HF downloads · NVIDIA classifier release, moderate impact.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published model","object":"nvidia/nemotron-climb-fasttext-classifiers","text":"NVIDIA published model nvidia/nemotron-climb-fasttext-classifiers."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"is classified as","object":"model signal","text":"nvidia/nemotron-climb-fasttext-classifiers is classified as model signal."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"belongs to","object":"releases desk","text":"nvidia/nemotron-climb-fasttext-classifiers belongs to releases desk."},{"subject":"nvidia/nemotron-climb-fasttext-classifiers","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nvidia/nemotron-climb-fasttext-classifiers has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ce4c10c1-da98-4962-ab64-124eb38c7017","url":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017","json_url":"https://onlylabs.fyi/signals/ce4c10c1-da98-4962-ab64-124eb38c7017/signal.json","source_url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers","title":"nvidia/nemotron-climb-fasttext-classifiers","summary":"NVIDIA published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-11T21:26:36+00:00","first_seen_at":"2026-06-06T01:49:31.719819+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/nvidia/nemotron-climb-fasttext-classifiers/raw/main/README.md"]},"facets":{"license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":0,"hf_likes":13},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers/raw/main/README.md","final_url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers/raw/main/README.md","title":"nvidia/nemotron-climb-fasttext-classifiers model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:52.426509+00:00","bytes":14226,"raw_path":"716856fd9eba86f7e43bc2295363c81b2709397519b06d7b8db356ae75cdb3d3.md","content_hash":"e17f943b1f3ac84989e38e0e251d9057c80b68a407ac2a4f60ba7544fe0cf71c","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: nvidia-open-model-license license_link: >- https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/ --- Model Overview Description: Nemotron-CLIMB FastText Classifiers are five lightweight, CPU-based fastText text classifiers — **quality**, **advertisement**, **informational_value**, **cultural_value**, and **educational_value** — developed by NVIDIA as part of the Nemotron-CLIMB data curation pipeline. Their sole purpose is to efficiently estimate the suitability of candidate web documents for large-language-model training at scale, enabling automated data quality control before any model training occurs. These models are ready for commercial use. <br> License/Terms of Use: The fastText library used for training is developed by Meta Research and released under the [MIT License](https://github.com/facebookresearch/fastText/blob/main/LICENSE). The NVIDIA-trained classifier weights are released under the [NVIDIA Open Model License](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/). <br> Deployment Geography: Global <br> Use Case: <br> These classifiers are intended for use by ML..."},"evidence_pages":[{"url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers/raw/main/README.md","final_url":"https://huggingface.co/nvidia/nemotron-climb-fasttext-classifiers/raw/main/README.md","title":"nvidia/nemotron-climb-fasttext-classifiers model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:52.426509+00:00","bytes":14226,"raw_path":"716856fd9eba86f7e43bc2295363c81b2709397519b06d7b8db356ae75cdb3d3.md","content_hash":"e17f943b1f3ac84989e38e0e251d9057c80b68a407ac2a4f60ba7544fe0cf71c","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: nvidia-open-model-license license_link: >- https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/ --- Model Overview Description: Nemotron-CLIMB FastText Classifiers are five lightweight, CPU-based fastText text classifiers — **quality**, **advertisement**, **informational_value**, **cultural_value**, and **educational_value** — developed by NVIDIA as part of the Nemotron-CLIMB data curation pipeline. Their sole purpose is to efficiently estimate the suitability of candidate web documents for large-language-model training at scale, enabling automated data quality control before any model training occurs. These models are ready for commercial use. <br> License/Terms of Use: The fastText library used for training is developed by Meta Research and released under the [MIT License](https://github.com/facebookresearch/fastText/blob/main/LICENSE). The NVIDIA-trained classifier weights are released under the [NVIDIA Open Model License](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/). <br> Deployment Geography: Global <br> Use Case: <br> These classifiers are intended for use by ML..."}],"related_signals":[{"id":"49ddc4cb-cbd3-4d8e-8877-598b24ec4fa9","url":"https://onlylabs.fyi/signals/49ddc4cb-cbd3-4d8e-8877-598b24ec4fa9","source_url":"https://huggingface.co/nvidia/ArtiFixer","title":"nvidia/ArtiFixer","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-04T06:03:25+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"bc55d32f-cbc2-4c84-9214-2240adbb8b5d","url":"https://onlylabs.fyi/signals/bc55d32f-cbc2-4c84-9214-2240adbb8b5d","source_url":"https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16","title":"nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-03T14:50:04+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"4e3dd8fe-d991-48bc-9dee-b6e55afdd1bb","url":"https://onlylabs.fyi/signals/4e3dd8fe-d991-48bc-9dee-b6e55afdd1bb","source_url":"https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16","title":"nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-03T14:47:17+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"1d2445bc-e123-4451-bc89-d98304f65de6","url":"https://onlylabs.fyi/signals/1d2445bc-e123-4451-bc89-d98304f65de6","source_url":"https://huggingface.co/nvidia/4D-RGPT-8B","title":"nvidia/4D-RGPT-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-02T03:33:43+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"15c241a3-cfcf-48a6-8987-9fdfae82c900","url":"https://onlylabs.fyi/signals/15c241a3-cfcf-48a6-8987-9fdfae82c900","source_url":"https://huggingface.co/nvidia/GR00T-H-N1.7","title":"nvidia/GR00T-H-N1.7","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-30T14:40:32+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"c573623c-e47f-4589-8242-cc85a34e63bf","url":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf","source_url":"https://huggingface.co/nvidia/dvlt","title":"nvidia/dvlt","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-29T19:43:40+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"}]}