{"schema_version":"onlylabs.public_signal.v1","title":"IBM (Granite) Model: ibm-granite/granite-speech-4.1-2b-plus","description":"IBM (Granite) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/1c70b285-82a6-49e7-9c35-def958a01c53","json_url":"https://onlylabs.fyi/signals/1c70b285-82a6-49e7-9c35-def958a01c53/signal.json","generated_at":"2026-06-11T02:40:56.528977+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/1c70b285-82a6-49e7-9c35-def958a01c53","signal_json":"https://onlylabs.fyi/signals/1c70b285-82a6-49e7-9c35-def958a01c53/signal.json","source":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-plus","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-plus. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 17.4K HF downloads · Notable IBM speech model with good HF traction. 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-plus","source_host":"huggingface.co","occurred_at":"2026-04-16T13:55:49+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":"automatic-speech-recognition","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"2.1B","source":"model"},{"label":"Downloads","value":"17.4K","source":"traction"},{"label":"Likes","value":"70","source":"traction"},{"label":"Notability","value":"Notable IBM speech model with good HF traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","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-plus/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:40:56.528977+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1c70b285-82a6-49e7-9c35-def958a01c53/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/1c70b285-82a6-49e7-9c35-def958a01c53/signal.json","required":true},{"label":"source","url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-plus","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-plus\" for neolab strategy."},"semantic_triples":[{"subject":"IBM (Granite)","predicate":"published model","object":"ibm-granite/granite-speech-4.1-2b-plus","text":"IBM (Granite) published model ibm-granite/granite-speech-4.1-2b-plus."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"is classified as","object":"model signal","text":"ibm-granite/granite-speech-4.1-2b-plus is classified as model signal."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"belongs to","object":"releases desk","text":"ibm-granite/granite-speech-4.1-2b-plus belongs to releases desk."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ibm-granite/granite-speech-4.1-2b-plus has evidence coverage 1 captured evidence page."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has captured page count","object":"1","text":"ibm-granite/granite-speech-4.1-2b-plus has captured page count 1."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has readable page count","object":"1","text":"ibm-granite/granite-speech-4.1-2b-plus has readable page count 1."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has related signal count","object":"6","text":"ibm-granite/granite-speech-4.1-2b-plus has related signal count 6."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","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-plus 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-plus","predicate":"has source host","object":"huggingface.co","text":"ibm-granite/granite-speech-4.1-2b-plus has source host huggingface.co."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has lab","object":"IBM (Granite)","text":"ibm-granite/granite-speech-4.1-2b-plus has lab IBM (Granite)."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has signal desk","object":"releases","text":"ibm-granite/granite-speech-4.1-2b-plus has signal desk releases."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has source host","object":"huggingface.co","text":"ibm-granite/granite-speech-4.1-2b-plus has source host huggingface.co."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has task","object":"automatic-speech-recognition","text":"ibm-granite/granite-speech-4.1-2b-plus has task automatic-speech-recognition."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has license","object":"apache-2.0","text":"ibm-granite/granite-speech-4.1-2b-plus has license apache-2.0."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has library","object":"transformers","text":"ibm-granite/granite-speech-4.1-2b-plus has library transformers."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has params","object":"2.1B","text":"ibm-granite/granite-speech-4.1-2b-plus has params 2.1B."},{"subject":"ibm-granite/granite-speech-4.1-2b-plus","predicate":"has downloads","object":"17.4K","text":"ibm-granite/granite-speech-4.1-2b-plus has downloads 17.4K."}]},"intelligence":{"signal_desk":"releases","answer":"IBM (Granite) published ibm-granite/granite-speech-4.1-2b-plus. 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The plus model adds two new community-requested rich transcription features that can be activated with a simple prompt change: speaker-attributed ASR (speaker labels and word transcripts) and word-level timing information. Unlike the base mode, the plus model doesn't provide punctuation and capitalization. The model was trained on corpora similar to the [Granite-Speech-4.1-2B](https://huggingface.co/ibm-granite/granite-speech-4.1-2b) model which were augmented with speaker turns and word-level timestamp tags. This allows the model to provide different modes of functionality controlled by different prompts. Two additional model variants explore different capabilities and inference optimization: - [Granite-Speech-4.1-2B](https://huggingface.co/ibm-granite/granite-speech-4.1-2b) for applications where accuracy is the primary concern with support for..."},"evidence_pages":[{"url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-plus/raw/main/README.md","final_url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-plus/raw/main/README.md","title":"ibm-granite/granite-speech-4.1-2b-plus model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:56.528977+00:00","bytes":19357,"raw_path":"f76ba74aff49a22a48eac351b01314e1aa5016b2af06559487caabfeb1c12252.md","content_hash":"797bdffa91e47e019eb7dd73c386549b7feeec9300d39bee97ded7152efaf190","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - multilingual - en - fr - de - es - pt base_model: - ibm-granite/granite-4.0-1b-base library_name: transformers --- Granite-Speech-4.1-2B-Plus Model Summary Granite-Speech-4.1-2B-Plus has similar capabilities to the [Granite-Speech-4.1-2B](https://huggingface.co/ibm-granite/granite-speech-4.1-2b) model. The plus model adds two new community-requested rich transcription features that can be activated with a simple prompt change: speaker-attributed ASR (speaker labels and word transcripts) and word-level timing information. Unlike the base mode, the plus model doesn't provide punctuation and capitalization. The model was trained on corpora similar to the [Granite-Speech-4.1-2B](https://huggingface.co/ibm-granite/granite-speech-4.1-2b) model which were augmented with speaker turns and word-level timestamp tags. This allows the model to provide different modes of functionality controlled by different prompts. 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