{"schema_version":"onlylabs.public_signal.v1","title":"ByteDance (Doubao/Seed) Model: ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","description":"ByteDance (Doubao/Seed) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1","json_url":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1/signal.json","generated_at":"2026-06-11T02:50:32.962266+00:00","org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/bytedance","dossier_json_url":"https://onlylabs.fyi/labs/bytedance/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1","signal_json":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1/signal.json","source":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","lab_dossier":"https://onlylabs.fyi/labs/bytedance","lab_dossier_json":"https://onlylabs.fyi/labs/bytedance/dossier.json","analysis":"https://onlylabs.fyi/analysis/bytedance","analysis_json":"https://onlylabs.fyi/analysis/bytedance/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/bytedance/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":"ByteDance (Doubao/Seed) published ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 42 HF downloads · Low traction, minor release from ByteDance. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","source_host":"huggingface.co","occurred_at":"2025-10-08T07:20:11+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"ByteDance (Doubao/Seed)","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":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"51.1M","source":"model"},{"label":"Downloads","value":"42","source":"traction"},{"label":"Likes","value":"3","source":"traction"},{"label":"Notability","value":"Low traction, minor release from ByteDance","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"}],"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/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:32.962266+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1/signal.json","dossier_json":"https://onlylabs.fyi/labs/bytedance/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/bytedance/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/bytedance/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","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/f7fa636f-3386-4c02-8037-99771e71adb1/signal.json","required":true},{"label":"source","url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/bytedance/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/bytedance/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, analyze ByteDance (Doubao/Seed)'s model signal \"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B\" for frontier lab strategy."},"semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published model","object":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","text":"ByteDance (Doubao/Seed) published model ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"is classified as","object":"model signal","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B is classified as model signal."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"belongs to","object":"releases desk","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B belongs to releases desk."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has evidence coverage 1 captured evidence page."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has captured page count","object":"1","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has captured page count 1."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has readable page count","object":"1","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has readable page count 1."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has related signal count","object":"6","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has related signal count 6."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","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":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has source host","object":"huggingface.co","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has source host huggingface.co."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has lab","object":"ByteDance (Doubao/Seed)","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has lab ByteDance (Doubao/Seed)."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has signal desk","object":"releases","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has signal desk releases."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has source host","object":"huggingface.co","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has source host huggingface.co."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has task","object":"text-generation","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has task text-generation."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has license","object":"apache-2.0","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has license apache-2.0."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has library","object":"transformers","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has library transformers."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has params","object":"51.1M","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has params 51.1M."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has downloads","object":"42","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has downloads 42."}]},"intelligence":{"signal_desk":"releases","answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 42 HF downloads · Low traction, minor release from ByteDance. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published model","object":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","text":"ByteDance (Doubao/Seed) published model ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"is classified as","object":"model signal","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B is classified as model signal."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"belongs to","object":"releases desk","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B belongs to releases desk."},{"subject":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f7fa636f-3386-4c02-8037-99771e71adb1","url":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1","json_url":"https://onlylabs.fyi/signals/f7fa636f-3386-4c02-8037-99771e71adb1/signal.json","source_url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","title":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B","summary":"ByteDance (Doubao/Seed) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2025-10-08T07:20:11+00:00","first_seen_at":"2026-06-06T01:49:32.240375+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/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B/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":42,"hf_likes":3},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B/raw/main/README.md","final_url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B/raw/main/README.md","title":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:32.962266+00:00","bytes":4665,"raw_path":"bcb9efa4d572a44707054116d3805a62e798780b624c5a7c23953ce4ecf78478.md","content_hash":"b033edde236b0fd9ba6298addd650c5601ad29939398e2441344f618f25409cc","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en pipeline_tag: text-generation base_model: Qwen/Qwen2.5-14B tags: - chat library_name: transformers --- <p align=\"left\"> <img src=\"https://huggingface.co/datasets/whyu/misc/resolve/main/AHN/ahn_logo_horizontal_small.png\" width=\"700\"> </p> AHN: Artificial Hippocampus Networks for Efficient Long-Context Modeling <p align=\"left\"> <a href=\"https://arxiv.org/abs/2510.07318\"> <img src=\"https://img.shields.io/badge/arXiv-2510.07318-b31b1b?logo=arxiv&logoColor=white&labelColor=555555\" /> </a> <a href=\"https://github.com/ByteDance-Seed/AHN\"> <img src=\"https://img.shields.io/badge/GitHub-AHN-181717?logo=github&logoColor=white&labelColor=555555\" /> </a> Introduction <p align=\"left\"> <img src=\"https://huggingface.co/datasets/whyu/misc/resolve/main/AHN/teaser.png\" width=\"700\"> </p> > Artificial Hippocampus Networks (AHNs) transform lossless memory into fixed-size compressed representations for long-context modeling. Lossless memory (e.g., attention’s key-value (KV) cache) stores exact input information but grows with sequence length, making it inefficient for long sequences. In contrast, compressed memory (e.g., RNNs’ hidden state) maintains a constant..."},"evidence_pages":[{"url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B/raw/main/README.md","final_url":"https://huggingface.co/ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B/raw/main/README.md","title":"ByteDance-Seed/AHN-DN-for-Qwen-2.5-Instruct-14B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:32.962266+00:00","bytes":4665,"raw_path":"bcb9efa4d572a44707054116d3805a62e798780b624c5a7c23953ce4ecf78478.md","content_hash":"b033edde236b0fd9ba6298addd650c5601ad29939398e2441344f618f25409cc","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en pipeline_tag: text-generation base_model: Qwen/Qwen2.5-14B tags: - chat library_name: transformers --- <p align=\"left\"> <img src=\"https://huggingface.co/datasets/whyu/misc/resolve/main/AHN/ahn_logo_horizontal_small.png\" width=\"700\"> </p> AHN: Artificial Hippocampus Networks for Efficient Long-Context Modeling <p align=\"left\"> <a href=\"https://arxiv.org/abs/2510.07318\"> <img src=\"https://img.shields.io/badge/arXiv-2510.07318-b31b1b?logo=arxiv&logoColor=white&labelColor=555555\" /> </a> <a href=\"https://github.com/ByteDance-Seed/AHN\"> <img src=\"https://img.shields.io/badge/GitHub-AHN-181717?logo=github&logoColor=white&labelColor=555555\" /> </a> Introduction <p align=\"left\"> <img src=\"https://huggingface.co/datasets/whyu/misc/resolve/main/AHN/teaser.png\" width=\"700\"> </p> > Artificial Hippocampus Networks (AHNs) transform lossless memory into fixed-size compressed representations for long-context modeling. Lossless memory (e.g., attention’s key-value (KV) cache) stores exact input information but grows with sequence length, making it inefficient for long sequences. In contrast, compressed memory (e.g., RNNs’ hidden state) maintains a constant..."}],"related_signals":[{"id":"531e8c80-7cb1-412c-a757-f02e544b66bd","url":"https://onlylabs.fyi/signals/531e8c80-7cb1-412c-a757-f02e544b66bd","source_url":"https://huggingface.co/ByteDance-Seed/TaskMem","title":"ByteDance-Seed/TaskMem","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-06-02T03:10:24+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"4add7ea8-8980-4072-842f-2f2bc5bf9a84","url":"https://onlylabs.fyi/signals/4add7ea8-8980-4072-842f-2f2bc5bf9a84","source_url":"https://huggingface.co/ByteDance-Seed/SimArt","title":"ByteDance-Seed/SimArt","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-19T08:55:39+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"a6b59621-a4bd-4f69-a1c7-81dd4c45f526","url":"https://onlylabs.fyi/signals/a6b59621-a4bd-4f69-a1c7-81dd4c45f526","source_url":"https://huggingface.co/ByteDance-Seed/Cola-DLM","title":"ByteDance-Seed/Cola-DLM","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-15T07:55:26+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"4c28f3ad-c7fa-4484-b740-27b5e098fde1","url":"https://onlylabs.fyi/signals/4c28f3ad-c7fa-4484-b740-27b5e098fde1","source_url":"https://huggingface.co/ByteDance-Seed/Stable-DiffCoder-8B-Instruct","title":"ByteDance-Seed/Stable-DiffCoder-8B-Instruct","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-01-15T07:49:01+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"509454a6-8557-4fd7-bd6d-56e01ad15d28","url":"https://onlylabs.fyi/signals/509454a6-8557-4fd7-bd6d-56e01ad15d28","source_url":"https://huggingface.co/ByteDance-Seed/Stable-DiffCoder-8B-Base","title":"ByteDance-Seed/Stable-DiffCoder-8B-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-01-15T07:48:10+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"},{"id":"65056b70-b5de-497f-9b38-280f8e0c82da","url":"https://onlylabs.fyi/signals/65056b70-b5de-497f-9b38-280f8e0c82da","source_url":"https://huggingface.co/ByteDance-Seed/VINCIE-7B","title":"ByteDance-Seed/VINCIE-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-01-06T05:59:42+00:00","first_seen_at":"2026-06-06T01:49:32.240375+00:00","date_source":"source"}]}