{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Model: openai/circuit-sparsity","description":"OpenAI model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/239c185c-418f-4fa4-bd06-074a18049703","json_url":"https://onlylabs.fyi/signals/239c185c-418f-4fa4-bd06-074a18049703/signal.json","generated_at":"2026-06-11T02:49:49.568792+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/239c185c-418f-4fa4-bd06-074a18049703","signal_json":"https://onlylabs.fyi/signals/239c185c-418f-4fa4-bd06-074a18049703/signal.json","source":"https://huggingface.co/openai/circuit-sparsity","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":"OpenAI published openai/circuit-sparsity. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 448 HF downloads · Low traction model release from OpenAI. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/openai/circuit-sparsity","source_host":"huggingface.co","occurred_at":"2025-12-11T22:39:34+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source 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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/239c185c-418f-4fa4-bd06-074a18049703/signal.json","required":true},{"label":"source","url":"https://huggingface.co/openai/circuit-sparsity","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/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, 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448."}]},"intelligence":{"signal_desk":"releases","answer":"OpenAI published openai/circuit-sparsity. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 448 HF downloads · Low traction model release from OpenAI. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published model","object":"openai/circuit-sparsity","text":"OpenAI published model openai/circuit-sparsity."},{"subject":"openai/circuit-sparsity","predicate":"is classified as","object":"model signal","text":"openai/circuit-sparsity is classified as model signal."},{"subject":"openai/circuit-sparsity","predicate":"belongs to","object":"releases desk","text":"openai/circuit-sparsity belongs to releases desk."},{"subject":"openai/circuit-sparsity","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/circuit-sparsity has evidence coverage 1 captured evidence page."}]},"signal":{"id":"239c185c-418f-4fa4-bd06-074a18049703","url":"https://onlylabs.fyi/signals/239c185c-418f-4fa4-bd06-074a18049703","json_url":"https://onlylabs.fyi/signals/239c185c-418f-4fa4-bd06-074a18049703/signal.json","source_url":"https://huggingface.co/openai/circuit-sparsity","title":"openai/circuit-sparsity","summary":"OpenAI published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2025-12-11T22:39:34+00:00","first_seen_at":"2026-06-06T01:49:31.958342+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/openai/circuit-sparsity/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":448,"hf_likes":209},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/openai/circuit-sparsity/raw/main/README.md","final_url":"https://huggingface.co/openai/circuit-sparsity/raw/main/README.md","title":"openai/circuit-sparsity model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:49.568792+00:00","bytes":1746,"raw_path":"0c7c0d0afc66cdf5df8c358809287df09714cc7f90adc8132bdf2af04c595a0a.md","content_hash":"53e9d0d59eccdb7e67e04fa47a396210a1440742faab44222e0185cf4f2dbce6","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 pipeline_tag: text-generation library_name: transformers --- Sparse Model from Gao et al. 2025 Weights for a sparse model from Gao et al. 2025, used for the qualitative results from the paper (related to bracket counting and variable binding). All weights for the other models used in the paper, as well as lightweight inference code, are present in https://github.com/openai/circuit_sparsity. In the context of that repo, this model is csp_yolo2. This is a runnable standalone huggingface implementation for one of the models. It includes code to load the locally converted HF model + tokenizer and run a tiny generation. ```python import torch from transformers import AutoModelForCausalLM, AutoTokenizer if __name__ == \"__main__\": PROMPT = \"def square_sum(xs):\\n return sum(x * x for x in xs)\\n\\nsquare_sum([1, 2, 3])\\n\" tok = AutoTokenizer.from_pretrained(\"openai/circuit-sparsity\", trust_remote_code=True) model = AutoModelForCausalLM.from_pretrained( \"openai/circuit-sparsity\", trust_remote_code=True, torch_dtype=\"auto\", ) model.to(\"cuda\" if torch.cuda.is_available() else \"cpu\") inputs = tok(PROMPT, return_tensors=\"pt\", add_special_tokens=False)[\"input_ids\"].to(..."},"evidence_pages":[{"url":"https://huggingface.co/openai/circuit-sparsity/raw/main/README.md","final_url":"https://huggingface.co/openai/circuit-sparsity/raw/main/README.md","title":"openai/circuit-sparsity model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:49.568792+00:00","bytes":1746,"raw_path":"0c7c0d0afc66cdf5df8c358809287df09714cc7f90adc8132bdf2af04c595a0a.md","content_hash":"53e9d0d59eccdb7e67e04fa47a396210a1440742faab44222e0185cf4f2dbce6","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 pipeline_tag: text-generation library_name: transformers --- Sparse Model from Gao et al. 2025 Weights for a sparse model from Gao et al. 2025, used for the qualitative results from the paper (related to bracket counting and variable binding). All weights for the other models used in the paper, as well as lightweight inference code, are present in https://github.com/openai/circuit_sparsity. In the context of that repo, this model is csp_yolo2. This is a runnable standalone huggingface implementation for one of the models. It includes code to load the locally converted HF model + tokenizer and run a tiny generation. ```python import torch from transformers import AutoModelForCausalLM, AutoTokenizer if __name__ == \"__main__\": PROMPT = \"def square_sum(xs):\\n return sum(x * x for x in xs)\\n\\nsquare_sum([1, 2, 3])\\n\" tok = AutoTokenizer.from_pretrained(\"openai/circuit-sparsity\", trust_remote_code=True) model = AutoModelForCausalLM.from_pretrained( \"openai/circuit-sparsity\", trust_remote_code=True, torch_dtype=\"auto\", ) model.to(\"cuda\" if torch.cuda.is_available() else \"cpu\") inputs = tok(PROMPT, return_tensors=\"pt\", add_special_tokens=False)[\"input_ids\"].to(..."}],"related_signals":[{"id":"37cc0b35-3e6f-41bb-b0bc-665bd2fde466","url":"https://onlylabs.fyi/signals/37cc0b35-3e6f-41bb-b0bc-665bd2fde466","source_url":"https://huggingface.co/openai/gpt-oss-safeguard-20b","title":"openai/gpt-oss-safeguard-20b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2025-09-18T18:51:08+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source"},{"id":"b91c1fc5-2c29-4067-aad3-9baaafbbbf36","url":"https://onlylabs.fyi/signals/b91c1fc5-2c29-4067-aad3-9baaafbbbf36","source_url":"https://huggingface.co/openai/gpt-oss-safeguard-120b","title":"openai/gpt-oss-safeguard-120b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2025-09-18T18:50:45+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source"},{"id":"5a62cd03-7dce-4b00-83e5-179fff0f9e46","url":"https://onlylabs.fyi/signals/5a62cd03-7dce-4b00-83e5-179fff0f9e46","source_url":"https://huggingface.co/openai/whisper-large-v3-turbo","title":"openai/whisper-large-v3-turbo","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2024-10-01T07:39:28+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source"},{"id":"bbc18bcf-31e8-409b-b0b7-753836d4eb59","url":"https://onlylabs.fyi/signals/bbc18bcf-31e8-409b-b0b7-753836d4eb59","source_url":"https://huggingface.co/openai/consistency-decoder","title":"openai/consistency-decoder","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2023-11-09T10:50:49+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source"},{"id":"7c36332f-ccb7-40a3-8b3f-f6f5b4c3896c","url":"https://onlylabs.fyi/signals/7c36332f-ccb7-40a3-8b3f-f6f5b4c3896c","source_url":"https://huggingface.co/openai/whisper-large-v3","title":"openai/whisper-large-v3","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2023-11-07T18:41:14+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source"},{"id":"2d645b57-9c99-4def-ac2f-0aa289a3763f","url":"https://onlylabs.fyi/signals/2d645b57-9c99-4def-ac2f-0aa289a3763f","source_url":"https://huggingface.co/openai/diffusers-cd_imagenet64_l2","title":"openai/diffusers-cd_imagenet64_l2","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2023-07-05T14:02:55+00:00","first_seen_at":"2026-06-06T01:49:31.958342+00:00","date_source":"source"}]}