{"schema_version":"onlylabs.public_signal.v1","title":"LG AI Research (EXAONE) Model: LGAI-EXAONE/EXAONE-Deep-32B","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/483f04d4-e069-4102-9442-3f36e8bdc9fa","json_url":"https://onlylabs.fyi/signals/483f04d4-e069-4102-9442-3f36e8bdc9fa/signal.json","generated_at":"2026-06-11T02:50:45.010236+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/483f04d4-e069-4102-9442-3f36e8bdc9fa","signal_json":"https://onlylabs.fyi/signals/483f04d4-e069-4102-9442-3f36e8bdc9fa/signal.json","source":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B","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-Deep-32B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 1.4K HF downloads · Notable 32B model release from LG AI with moderate 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/LGAI-EXAONE/EXAONE-Deep-32B","source_host":"huggingface.co","occurred_at":"2025-03-12T04:44:03+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":"Task","value":"text-generation","source":"model"},{"label":"License","value":"other","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"32B","source":"model"},{"label":"Downloads","value":"1.4K","source":"traction"},{"label":"Likes","value":"300","source":"traction"},{"label":"Notability","value":"Notable 32B model release from LG AI with moderate 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/LGAI-EXAONE/EXAONE-Deep-32B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:45.010236+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/483f04d4-e069-4102-9442-3f36e8bdc9fa/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/483f04d4-e069-4102-9442-3f36e8bdc9fa/signal.json","required":true},{"label":"source","url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B","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-Deep-32B\" for neolab strategy."},"semantic_triples":[{"subject":"LG AI Research (EXAONE)","predicate":"published model","object":"LGAI-EXAONE/EXAONE-Deep-32B","text":"LG AI Research (EXAONE) published model LGAI-EXAONE/EXAONE-Deep-32B."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"is classified as","object":"model signal","text":"LGAI-EXAONE/EXAONE-Deep-32B is classified as model signal."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"belongs to","object":"releases desk","text":"LGAI-EXAONE/EXAONE-Deep-32B belongs to releases desk."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"LGAI-EXAONE/EXAONE-Deep-32B has evidence coverage 1 captured evidence page."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has captured page count","object":"1","text":"LGAI-EXAONE/EXAONE-Deep-32B has captured page count 1."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has readable page count","object":"1","text":"LGAI-EXAONE/EXAONE-Deep-32B has readable page count 1."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has related signal count","object":"6","text":"LGAI-EXAONE/EXAONE-Deep-32B has related signal count 6."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","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-Deep-32B 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-Deep-32B","predicate":"has source host","object":"huggingface.co","text":"LGAI-EXAONE/EXAONE-Deep-32B has source host huggingface.co."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has lab","object":"LG AI Research (EXAONE)","text":"LGAI-EXAONE/EXAONE-Deep-32B has lab LG AI Research (EXAONE)."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has signal desk","object":"releases","text":"LGAI-EXAONE/EXAONE-Deep-32B has signal desk releases."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has source host","object":"huggingface.co","text":"LGAI-EXAONE/EXAONE-Deep-32B has source host huggingface.co."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has task","object":"text-generation","text":"LGAI-EXAONE/EXAONE-Deep-32B has task text-generation."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has license","object":"other","text":"LGAI-EXAONE/EXAONE-Deep-32B has license other."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has library","object":"transformers","text":"LGAI-EXAONE/EXAONE-Deep-32B has library transformers."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has params","object":"32B","text":"LGAI-EXAONE/EXAONE-Deep-32B has params 32B."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has downloads","object":"1.4K","text":"LGAI-EXAONE/EXAONE-Deep-32B has downloads 1.4K."}]},"intelligence":{"signal_desk":"releases","answer":"LG AI Research (EXAONE) published LGAI-EXAONE/EXAONE-Deep-32B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 1.4K HF downloads · Notable 32B model release from LG AI with moderate traction. 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-Deep-32B","text":"LG AI Research (EXAONE) published model LGAI-EXAONE/EXAONE-Deep-32B."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"is classified as","object":"model signal","text":"LGAI-EXAONE/EXAONE-Deep-32B is classified as model signal."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"belongs to","object":"releases desk","text":"LGAI-EXAONE/EXAONE-Deep-32B belongs to releases desk."},{"subject":"LGAI-EXAONE/EXAONE-Deep-32B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"LGAI-EXAONE/EXAONE-Deep-32B has evidence coverage 1 captured evidence page."}]},"signal":{"id":"483f04d4-e069-4102-9442-3f36e8bdc9fa","url":"https://onlylabs.fyi/signals/483f04d4-e069-4102-9442-3f36e8bdc9fa","json_url":"https://onlylabs.fyi/signals/483f04d4-e069-4102-9442-3f36e8bdc9fa/signal.json","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B","title":"LGAI-EXAONE/EXAONE-Deep-32B","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":"2025-03-12T04:44:03+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-Deep-32B/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":1398,"hf_likes":300},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B/raw/main/README.md","final_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B/raw/main/README.md","title":"LGAI-EXAONE/EXAONE-Deep-32B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:45.010236+00:00","bytes":11126,"raw_path":"ce430fa52dd13d7da57516209ee4eeebe451fe53f5ea107e92ed2225fcda17d9.md","content_hash":"f12d6251d6f74fddc2da136967ebec9e7d9ecbc76fd756ed8087c71328cb957b","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: LGAI-EXAONE/EXAONE-3.5-32B-Instruct base_model_relation: finetune license: other license_name: exaone license_link: LICENSE language: - en - ko tags: - lg-ai - exaone - exaone-deep pipeline_tag: text-generation library_name: transformers --- <p align=\"center\"> <img src=\"assets/EXAONE_Symbol+BI_3d.png\", width=\"300\", style=\"margin: 40 auto;\"> <br> EXAONE-Deep-32B Introduction We introduce EXAONE Deep, which exhibits superior capabilities in various reasoning tasks including math and coding benchmarks, ranging from 2.4B to 32B parameters developed and released by LG AI Research. Evaluation results show that 1) EXAONE Deep **2.4B** outperforms other models of comparable size, 2) EXAONE Deep **7.8B** outperforms not only open-weight models of comparable scale but also a proprietary reasoning model OpenAI o1-mini, and 3) EXAONE Deep **32B** demonstrates competitive performance against leading open-weight models. For more details, please refer to our [documentation](https://arxiv.org/abs/2503.12524), [blog](https://www.lgresearch.ai/news/view?seq=543) and [GitHub](https://github.com/LG-AI-EXAONE/EXAONE-Deep). <p align=\"center\"> <img..."},"evidence_pages":[{"url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B/raw/main/README.md","final_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Deep-32B/raw/main/README.md","title":"LGAI-EXAONE/EXAONE-Deep-32B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:45.010236+00:00","bytes":11126,"raw_path":"ce430fa52dd13d7da57516209ee4eeebe451fe53f5ea107e92ed2225fcda17d9.md","content_hash":"f12d6251d6f74fddc2da136967ebec9e7d9ecbc76fd756ed8087c71328cb957b","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: LGAI-EXAONE/EXAONE-3.5-32B-Instruct base_model_relation: finetune license: other license_name: exaone license_link: LICENSE language: - en - ko tags: - lg-ai - exaone - exaone-deep pipeline_tag: text-generation library_name: transformers --- <p align=\"center\"> <img src=\"assets/EXAONE_Symbol+BI_3d.png\", width=\"300\", style=\"margin: 40 auto;\"> <br> EXAONE-Deep-32B Introduction We introduce EXAONE Deep, which exhibits superior capabilities in various reasoning tasks including math and coding benchmarks, ranging from 2.4B to 32B parameters developed and released by LG AI Research. Evaluation results show that 1) EXAONE Deep **2.4B** outperforms other models of comparable size, 2) EXAONE Deep **7.8B** outperforms not only open-weight models of comparable scale but also a proprietary reasoning model OpenAI o1-mini, and 3) EXAONE Deep **32B** demonstrates competitive performance against leading open-weight models. For more details, please refer to our [documentation](https://arxiv.org/abs/2503.12524), [blog](https://www.lgresearch.ai/news/view?seq=543) and [GitHub](https://github.com/LG-AI-EXAONE/EXAONE-Deep). <p align=\"center\"> <img..."}],"related_signals":[{"id":"568d04dd-6e72-4ba8-8e85-3a788fd371c6","url":"https://onlylabs.fyi/signals/568d04dd-6e72-4ba8-8e85-3a788fd371c6","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-4.5-33B","title":"LGAI-EXAONE/EXAONE-4.5-33B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2026-04-04T08:34:23+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source"},{"id":"92204e0f-9a7f-4312-996b-d76305bf7a53","url":"https://onlylabs.fyi/signals/92204e0f-9a7f-4312-996b-d76305bf7a53","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-2.0-rev-EGFR","title":"LGAI-EXAONE/EXAONE-Path-2.0-rev-EGFR","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2026-03-04T11:42:00+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source"},{"id":"2f090e5b-b86b-49e5-85a6-4b86fa28479e","url":"https://onlylabs.fyi/signals/2f090e5b-b86b-49e5-85a6-4b86fa28479e","source_url":"https://huggingface.co/LGAI-EXAONE/K-EXAONE-236B-A23B","title":"LGAI-EXAONE/K-EXAONE-236B-A23B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2025-12-26T11:55:04+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source"},{"id":"5be8317e-2787-4b9c-bdc0-1a8f73f3e40c","url":"https://onlylabs.fyi/signals/5be8317e-2787-4b9c-bdc0-1a8f73f3e40c","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-Path-2.5","title":"LGAI-EXAONE/EXAONE-Path-2.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2025-12-15T16:34:54+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source"},{"id":"470a48e0-b893-4962-b281-5501d34af45a","url":"https://onlylabs.fyi/signals/470a48e0-b893-4962-b281-5501d34af45a","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-4.0.1-32B","title":"LGAI-EXAONE/EXAONE-4.0.1-32B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2025-07-29T07:32:29+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source"},{"id":"777b08a1-fd93-41d4-8174-b71ee5a96ca0","url":"https://onlylabs.fyi/signals/777b08a1-fd93-41d4-8174-b71ee5a96ca0","source_url":"https://huggingface.co/LGAI-EXAONE/EXAONE-4.0-1.2B","title":"LGAI-EXAONE/EXAONE-4.0-1.2B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"lg-ai","name":"LG AI Research (EXAONE)","category":"neolab"},"occurred_at":"2025-07-11T07:02:32+00:00","first_seen_at":"2026-06-06T01:49:32.870864+00:00","date_source":"source"}]}