{"schema_version":"onlylabs.public_signal.v1","title":"LG AI Research (EXAONE) Model: LGAI-EXAONE/EXAONE-Path-MSI","description":"LG AI Research (EXAONE) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3","json_url":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3/signal.json","generated_at":"2026-06-11T02:50:39.38871+00:00","org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/lg-ai","dossier_json_url":"https://onlylabs.fyi/labs/lg-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3","signal_json":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3/signal.json","source":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI","lab_dossier":"https://onlylabs.fyi/labs/lg-ai","lab_dossier_json":"https://onlylabs.fyi/labs/lg-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/lg-ai","analysis_json":"https://onlylabs.fyi/analysis/lg-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/lg-ai/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":"LG AI Research (EXAONE) published LGAI-EXAONE/EXAONE-Path-MSI. 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High-signal details: license other · 35 HF downloads · Low traction; routine model release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI","source_host":"huggingface.co","occurred_at":"2025-07-07T10:08:22+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"LG AI Research (EXAONE)","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":"35","source":"traction"},{"label":"Likes","value":"9","source":"traction"},{"label":"Notability","value":"Low traction; routine model release","source":"signal"},{"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/LGAI-EXAONE/EXAONE-Path-MSI/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:39.38871+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3/signal.json","dossier_json":"https://onlylabs.fyi/labs/lg-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/lg-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/lg-ai/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/f6051091-22ac-403f-9110-4c1a8119f7c3/signal.json","required":true},{"label":"source","url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/lg-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/lg-ai/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 LG AI Research (EXAONE)'s model signal \"LGAI-EXAONE/EXAONE-Path-MSI\" for neolab strategy."},"semantic_triples":[{"subject":"LG AI Research (EXAONE)","predicate":"published model","object":"LGAI-EXAONE/EXAONE-Path-MSI","text":"LG AI Research (EXAONE) published model LGAI-EXAONE/EXAONE-Path-MSI."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"is classified as","object":"model signal","text":"LGAI-EXAONE/EXAONE-Path-MSI is classified as model signal."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"belongs to","object":"releases desk","text":"LGAI-EXAONE/EXAONE-Path-MSI belongs to releases desk."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"LGAI-EXAONE/EXAONE-Path-MSI has evidence coverage 1 captured evidence page."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has captured page count","object":"1","text":"LGAI-EXAONE/EXAONE-Path-MSI has captured page count 1."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has readable page count","object":"1","text":"LGAI-EXAONE/EXAONE-Path-MSI has readable page count 1."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has related signal count","object":"6","text":"LGAI-EXAONE/EXAONE-Path-MSI has related signal count 6."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","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":"LGAI-EXAONE/EXAONE-Path-MSI has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has source host","object":"huggingface.co","text":"LGAI-EXAONE/EXAONE-Path-MSI has source host huggingface.co."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has lab","object":"LG AI Research (EXAONE)","text":"LGAI-EXAONE/EXAONE-Path-MSI has lab LG AI Research (EXAONE)."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has signal desk","object":"releases","text":"LGAI-EXAONE/EXAONE-Path-MSI has signal desk releases."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has source host","object":"huggingface.co","text":"LGAI-EXAONE/EXAONE-Path-MSI has source host huggingface.co."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has license","object":"other","text":"LGAI-EXAONE/EXAONE-Path-MSI has license other."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has downloads","object":"35","text":"LGAI-EXAONE/EXAONE-Path-MSI has downloads 35."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has likes","object":"9","text":"LGAI-EXAONE/EXAONE-Path-MSI has likes 9."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has notability","object":"Low traction; 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This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 35 HF downloads · Low traction; routine model release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"LG AI Research (EXAONE)","predicate":"published model","object":"LGAI-EXAONE/EXAONE-Path-MSI","text":"LG AI Research (EXAONE) published model LGAI-EXAONE/EXAONE-Path-MSI."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"is classified as","object":"model signal","text":"LGAI-EXAONE/EXAONE-Path-MSI is classified as model signal."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"belongs to","object":"releases desk","text":"LGAI-EXAONE/EXAONE-Path-MSI belongs to releases desk."},{"subject":"LGAI-EXAONE/EXAONE-Path-MSI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"LGAI-EXAONE/EXAONE-Path-MSI has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f6051091-22ac-403f-9110-4c1a8119f7c3","url":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3","json_url":"https://onlylabs.fyi/signals/f6051091-22ac-403f-9110-4c1a8119f7c3/signal.json","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI","title":"LGAI-EXAONE/EXAONE-Path-MSI","summary":"LG AI Research (EXAONE) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2025-07-07T10:08:22+00:00","first_seen_at":"2026-06-06T01:49:32.870864+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/LGAI-EXAONE/EXAONE-Path-MSI/raw/main/README.md"]},"facets":{"license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":35,"hf_likes":9},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI/raw/main/README.md","final_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI/raw/main/README.md","title":"LGAI-EXAONE/EXAONE-Path-MSI model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:39.38871+00:00","bytes":5466,"raw_path":"6d12f0d1af7f5702d8b4ab9e711b3ba050f4c365c33e3f4c9b7ee734c7ddcb0e.md","content_hash":"e461182cbbd5229a1f09dbdbdc5a84b7239f0303c7250f1d38e7e2aacf22fd22","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: exaonepath license_link: LICENSE tags: - lg-ai - EXAONEPath-1.5 - pathology --- <!--# EXAONE Path for CRCMSI – CRCMSI-centric Whole-Slide Image Classifier *A purpose-built upgrade of **EXAONE Path 1.5***--> Introduction <!--**EXAONE Path for CRCMSI** is an **enhanced whole-slide image (WSI) classification framework** that retains the core architecture of EXAONE Path 1.5 while upgrading its internals for greater efficiency and richer multimodal integration.--> **EXAONE Path MSI** is an **enhanced whole-slide image (WSI) classification framework** that retains the core architecture of **[EXAONE Path](https://huggingface.co/LGAI-EXAONE/EXAONE-Path-1.5)** while upgrading its internals for greater efficiency and richer multimodal integration. The pipeline still unfolds in two stages: 1. **Patch-wise feature extraction** – Each WSI is tiled into 256 × 256 px patches, which are embedded into 768-dimensional vectors using the frozen **[EXAONE Path](https://huggingface.co/LGAI-EXAONE/EXAONEPath)** encoder. 2. **Slide-level aggregation** – The patch embeddings are aggregated using a Vision Transformer, producing a unified slide-level representation that a..."},"evidence_pages":[{"url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI/raw/main/README.md","final_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-MSI/raw/main/README.md","title":"LGAI-EXAONE/EXAONE-Path-MSI model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:39.38871+00:00","bytes":5466,"raw_path":"6d12f0d1af7f5702d8b4ab9e711b3ba050f4c365c33e3f4c9b7ee734c7ddcb0e.md","content_hash":"e461182cbbd5229a1f09dbdbdc5a84b7239f0303c7250f1d38e7e2aacf22fd22","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: exaonepath license_link: LICENSE tags: - lg-ai - EXAONEPath-1.5 - pathology --- <!--# EXAONE Path for CRCMSI – CRCMSI-centric Whole-Slide Image Classifier *A purpose-built upgrade of **EXAONE Path 1.5***--> Introduction <!--**EXAONE Path for CRCMSI** is an **enhanced whole-slide image (WSI) classification framework** that retains the core architecture of EXAONE Path 1.5 while upgrading its internals for greater efficiency and richer multimodal integration.--> **EXAONE Path MSI** is an **enhanced whole-slide image (WSI) classification framework** that retains the core architecture of **[EXAONE Path](https://huggingface.co/LGAI-EXAONE/EXAONE-Path-1.5)** while upgrading its internals for greater efficiency and richer multimodal integration. 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