{"schema_version":"onlylabs.public_signal.v1","title":"IBM (Granite) Model: ibm-granite/granite-speech-4.1-2b-nar","description":"IBM (Granite) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388","json_url":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388/signal.json","generated_at":"2026-06-11T02:49:40.558882+00:00","org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/ibm","dossier_json_url":"https://onlylabs.fyi/labs/ibm/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388","signal_json":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388/signal.json","source":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar","lab_dossier":"https://onlylabs.fyi/labs/ibm","lab_dossier_json":"https://onlylabs.fyi/labs/ibm/dossier.json","analysis":"https://onlylabs.fyi/analysis/ibm","analysis_json":"https://onlylabs.fyi/analysis/ibm/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/ibm/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"IBM (Granite) published ibm-granite/granite-speech-4.1-2b-nar. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 30.3K HF downloads · Solid download traction, notable company.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar","source_host":"huggingface.co","occurred_at":"2026-03-10T12:21:20+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"IBM (Granite)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"image-feature-extraction","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"2.3B","source":"model"},{"label":"Downloads","value":"30.3K","source":"traction"},{"label":"Likes","value":"50","source":"traction"},{"label":"Notability","value":"Solid download traction, notable company.","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/ibm-granite/granite-speech-4.1-2b-nar/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:40.558882+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388/signal.json","dossier_json":"https://onlylabs.fyi/labs/ibm/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/ibm/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/ibm/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388/signal.json","required":true},{"label":"source","url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/ibm/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/ibm/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 IBM (Granite)'s model signal \"ibm-granite/granite-speech-4.1-2b-nar\" for neolab strategy."},"semantic_triples":[{"subject":"IBM (Granite)","predicate":"published model","object":"ibm-granite/granite-speech-4.1-2b-nar","text":"IBM (Granite) published model ibm-granite/granite-speech-4.1-2b-nar."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"is classified as","object":"model signal","text":"ibm-granite/granite-speech-4.1-2b-nar is classified as model signal."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"belongs to","object":"releases desk","text":"ibm-granite/granite-speech-4.1-2b-nar belongs to releases desk."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ibm-granite/granite-speech-4.1-2b-nar has evidence coverage 1 captured evidence page."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has captured page count","object":"1","text":"ibm-granite/granite-speech-4.1-2b-nar has captured page count 1."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has readable page count","object":"1","text":"ibm-granite/granite-speech-4.1-2b-nar has readable page count 1."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has related signal count","object":"6","text":"ibm-granite/granite-speech-4.1-2b-nar has related signal count 6."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","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":"ibm-granite/granite-speech-4.1-2b-nar has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has source host","object":"huggingface.co","text":"ibm-granite/granite-speech-4.1-2b-nar has source host huggingface.co."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has lab","object":"IBM (Granite)","text":"ibm-granite/granite-speech-4.1-2b-nar has lab IBM (Granite)."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has signal desk","object":"releases","text":"ibm-granite/granite-speech-4.1-2b-nar has signal desk releases."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has source host","object":"huggingface.co","text":"ibm-granite/granite-speech-4.1-2b-nar has source host huggingface.co."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has task","object":"image-feature-extraction","text":"ibm-granite/granite-speech-4.1-2b-nar has task image-feature-extraction."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has license","object":"apache-2.0","text":"ibm-granite/granite-speech-4.1-2b-nar has license apache-2.0."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has library","object":"transformers","text":"ibm-granite/granite-speech-4.1-2b-nar has library transformers."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has params","object":"2.3B","text":"ibm-granite/granite-speech-4.1-2b-nar has params 2.3B."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has downloads","object":"30.3K","text":"ibm-granite/granite-speech-4.1-2b-nar has downloads 30.3K."}]},"intelligence":{"signal_desk":"releases","answer":"IBM (Granite) published ibm-granite/granite-speech-4.1-2b-nar. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 30.3K HF downloads · Solid download traction, notable company.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"IBM (Granite)","predicate":"published model","object":"ibm-granite/granite-speech-4.1-2b-nar","text":"IBM (Granite) published model ibm-granite/granite-speech-4.1-2b-nar."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"is classified as","object":"model signal","text":"ibm-granite/granite-speech-4.1-2b-nar is classified as model signal."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"belongs to","object":"releases desk","text":"ibm-granite/granite-speech-4.1-2b-nar belongs to releases desk."},{"subject":"ibm-granite/granite-speech-4.1-2b-nar","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ibm-granite/granite-speech-4.1-2b-nar has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388","url":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388","json_url":"https://onlylabs.fyi/signals/4e01ee2e-d21a-4f4f-b4aa-d9b4f927e388/signal.json","source_url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar","title":"ibm-granite/granite-speech-4.1-2b-nar","summary":"IBM (Granite) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-03-10T12:21:20+00:00","first_seen_at":"2026-06-06T01:49:32.480987+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/ibm-granite/granite-speech-4.1-2b-nar/raw/main/README.md"]},"facets":{"pipeline_tag":"image-feature-extraction","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":30340,"hf_likes":50},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar/raw/main/README.md","final_url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar/raw/main/README.md","title":"ibm-granite/granite-speech-4.1-2b-nar model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:40.558882+00:00","bytes":9235,"raw_path":"17d5a1421b4c8f5b301d945ff63691a4414a53dece9ce625027be3c76ae1b158.md","content_hash":"ad130ec0915778659a3cf381e580c31bb8d5be1b573700dc9f13031eac123195","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en - fr - de - es - pt base_model: - ibm-granite/granite-4.0-1b-base library_name: transformers tags: - speech - asr - non-autoregressive - ctc --- Granite-Speech-4.1-2B-NAR **Model Summary:** Granite-Speech-4.1-2B-NAR is a non-autoregressive (NAR) speech recognition model that formulates ASR as conditional transcript editing. Instead of decoding tokens one at a time, it edits a CTC hypothesis in a single forward pass using a bidirectional LLM, achieving competitive accuracy with faster inference than autoregressive alternatives. The model is based on the **NLE** (Non-autoregressive LLM-based Editing) architecture described in [this paper](https://arxiv.org/abs/2603.08397). For applications where accuracy is the primary concern, consider [**granite-speech-4.1-2b**](https://huggingface.co/ibm-granite/granite-speech-4.1-2b), an autoregressive model from the Granite Speech 4.1 family which achieves higher transcription accuracy at the cost of increased inference latency. Granite-speech-4.1-2b produces punctuated and capitalized transcripts, supports AST and keyword-biased recognition, and includes Japanese. When speaker or word-timing information..."},"evidence_pages":[{"url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar/raw/main/README.md","final_url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar/raw/main/README.md","title":"ibm-granite/granite-speech-4.1-2b-nar model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:40.558882+00:00","bytes":9235,"raw_path":"17d5a1421b4c8f5b301d945ff63691a4414a53dece9ce625027be3c76ae1b158.md","content_hash":"ad130ec0915778659a3cf381e580c31bb8d5be1b573700dc9f13031eac123195","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en - fr - de - es - pt base_model: - ibm-granite/granite-4.0-1b-base library_name: transformers tags: - speech - asr - non-autoregressive - ctc --- Granite-Speech-4.1-2B-NAR **Model Summary:** Granite-Speech-4.1-2B-NAR is a non-autoregressive (NAR) speech recognition model that formulates ASR as conditional transcript editing. Instead of decoding tokens one at a time, it edits a CTC hypothesis in a single forward pass using a bidirectional LLM, achieving competitive accuracy with faster inference than autoregressive alternatives. The model is based on the **NLE** (Non-autoregressive LLM-based Editing) architecture described in [this paper](https://arxiv.org/abs/2603.08397). For applications where accuracy is the primary concern, consider [**granite-speech-4.1-2b**](https://huggingface.co/ibm-granite/granite-speech-4.1-2b), an autoregressive model from the Granite Speech 4.1 family which achieves higher transcription accuracy at the cost of increased inference latency. Granite-speech-4.1-2b produces punctuated and capitalized transcripts, supports AST and keyword-biased recognition, and includes Japanese. When speaker or word-timing information..."}],"related_signals":[{"id":"6a42de62-d2ba-440c-87ea-0079fba78164","url":"https://onlylabs.fyi/signals/6a42de62-d2ba-440c-87ea-0079fba78164","source_url":"https://huggingface.co/ibm-granite/granite-switch-4.1-30b-preview","title":"ibm-granite/granite-switch-4.1-30b-preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-05-01T13:39:57+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source"},{"id":"6310586e-770d-46e5-a2a8-d71171b15479","url":"https://onlylabs.fyi/signals/6310586e-770d-46e5-a2a8-d71171b15479","source_url":"https://huggingface.co/ibm-granite/granite-switch-4.1-8b-preview","title":"ibm-granite/granite-switch-4.1-8b-preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-05-01T13:39:14+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source"},{"id":"9b4a3388-d27b-44b1-98ee-cc4daae4d27c","url":"https://onlylabs.fyi/signals/9b4a3388-d27b-44b1-98ee-cc4daae4d27c","source_url":"https://huggingface.co/ibm-granite/granite-switch-4.1-3b-preview","title":"ibm-granite/granite-switch-4.1-3b-preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-05-01T13:38:10+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source"},{"id":"37afec7f-e546-4223-9c5d-cc788bb5d763","url":"https://onlylabs.fyi/signals/37afec7f-e546-4223-9c5d-cc788bb5d763","source_url":"https://huggingface.co/ibm-granite/granite-guardian-4.1-8b","title":"ibm-granite/granite-guardian-4.1-8b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-16T13:58:50+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source"},{"id":"a665bb13-a9bc-466e-a92a-687f9759042f","url":"https://onlylabs.fyi/signals/a665bb13-a9bc-466e-a92a-687f9759042f","source_url":"https://huggingface.co/ibm-granite/granite-vision-4.1-4b","title":"ibm-granite/granite-vision-4.1-4b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-16T13:58:07+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source"},{"id":"1c70b285-82a6-49e7-9c35-def958a01c53","url":"https://onlylabs.fyi/signals/1c70b285-82a6-49e7-9c35-def958a01c53","source_url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-plus","title":"ibm-granite/granite-speech-4.1-2b-plus","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-16T13:55:49+00:00","first_seen_at":"2026-06-06T01:49:32.480987+00:00","date_source":"source"}]}