{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Writing: Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","description":"OpenBMB (MiniCPM) writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f","json_url":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f/signal.json","generated_at":"2026-06-08T15:46:38.087+00:00","org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/openbmb","dossier_json_url":"https://onlylabs.fyi/labs/openbmb/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f","signal_json":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f/signal.json","source":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","lab_dossier":"https://onlylabs.fyi/labs/openbmb","lab_dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis":"https://onlylabs.fyi/analysis/openbmb","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/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/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks | by OpenBMB | Medium Sign up Get app Sign up Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks 6.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","source_host":"medium.com","occurred_at":"2023-06-17T14:32:06+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"medium.com","source":"source"},{"label":"Author","value":"OpenBMB","source":"source"},{"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":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:46:38.087+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f/signal.json","dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","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/517cebb3-71e9-41ae-ae8d-729eb080204f/signal.json","required":true},{"label":"source","url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openbmb/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openbmb/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/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 OpenBMB (MiniCPM)'s writing signal \"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published","object":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","text":"OpenBMB (MiniCPM) published Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"is classified as","object":"writing signal","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks is classified as writing signal."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"belongs to","object":"talking desk","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks belongs to talking desk."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has evidence coverage 1 captured evidence page."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has captured page count","object":"1","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has captured page count 1."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has readable page count","object":"1","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has readable page count 1."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has related signal count","object":"6","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has related signal count 6."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has source host","object":"medium.com","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has source host medium.com."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has lab OpenBMB (MiniCPM)."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has signal desk","object":"talking","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has signal desk talking."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has source host","object":"medium.com","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has source host medium.com."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has author","object":"OpenBMB","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has author OpenBMB."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has watch term","object":"Data pipeline","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has watch term Data pipeline."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has watch term","object":"Infrastructure","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"OpenBMB (MiniCPM) published Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks | by OpenBMB | Medium Sign up Get app Sign up Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks 6.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published","object":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","text":"OpenBMB (MiniCPM) published Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"is classified as","object":"writing signal","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks is classified as writing signal."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"belongs to","object":"talking desk","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks belongs to talking desk."},{"subject":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks has evidence coverage 1 captured evidence page."}]},"signal":{"id":"517cebb3-71e9-41ae-ae8d-729eb080204f","url":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f","json_url":"https://onlylabs.fyi/signals/517cebb3-71e9-41ae-ae8d-729eb080204f/signal.json","source_url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","title":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","summary":"OpenBMB (MiniCPM) published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-06-17T14:32:06+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","final_url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","title":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:38.087+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks | by OpenBMB | Medium Sign up Get app Sign up Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks 6 min read Jun 17, 2023 -- Share Press enter or click to view image in full size Once open sourced on May 27th, CPM-Bee, the Chinese-English multilingual foundation model with ten billion parameters, received a warm response on GitHub and quickly climbed to the 4th on Github Trending repositories and the 3rd on the Python Trending repositories. Press enter or click to view image in full size Press enter or click to view image in full size CPM-Bee is a foundation model, and we open sourced it with a core purpose of providing broader support for various NLP application scenarios, enabling everyone to freely adapt it to different tasks. We have incorporated special designs during pre-training for more stable outputs. By fine-tuning CPM-Bee on suitable data, it will be able to produce content with higher quality and more information. In fact, many friends in our community are looking forward to a formal and detailed tutorial of how to fine-tune the large model. So here is our CPM-Bee Basic Fine-tuning Tutorial! CPM-Bee..."},"evidence_pages":[{"url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","final_url":"https://medium.com/@openbmb/official-tutorial-how-to-fine-tune-cpm-bee-on-basic-tasks-8e2f6f0fe634?source=rss-4a6e3e4a369a------2","title":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:38.087+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks | by OpenBMB | Medium Sign up Get app Sign up Official Tutorial — How to Fine-tune CPM-Bee on Basic Tasks 6 min read Jun 17, 2023 -- Share Press enter or click to view image in full size Once open sourced on May 27th, CPM-Bee, the Chinese-English multilingual foundation model with ten billion parameters, received a warm response on GitHub and quickly climbed to the 4th on Github Trending repositories and the 3rd on the Python Trending repositories. Press enter or click to view image in full size Press enter or click to view image in full size CPM-Bee is a foundation model, and we open sourced it with a core purpose of providing broader support for various NLP application scenarios, enabling everyone to freely adapt it to different tasks. We have incorporated special designs during pre-training for more stable outputs. By fine-tuning CPM-Bee on suitable data, it will be able to produce content with higher quality and more information. In fact, many friends in our community are looking forward to a formal and detailed tutorial of how to fine-tune the large model. So here is our CPM-Bee Basic Fine-tuning Tutorial! CPM-Bee..."}],"related_signals":[{"id":"5fde82ff-1129-4549-ad43-d68e0d3e9cd7","url":"https://onlylabs.fyi/signals/5fde82ff-1129-4549-ad43-d68e0d3e9cd7","source_url":"https://medium.com/@openbmb/modelbest-adopts-the-llm-based-ai-agents-to-launch-chatdev-its-first-saas-product-fd70f3b969f7?source=rss-4a6e3e4a369a------2","title":"ModelBest Adopts the LLM-Based AI Agents to Launch ChatDev, its First SaaS Product","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-11-16T08:13:49+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"84e56102-8b61-4812-bb8e-855c64a8cdb8","url":"https://onlylabs.fyi/signals/84e56102-8b61-4812-bb8e-855c64a8cdb8","source_url":"https://medium.com/@openbmb/speak-and-draw-viscpm-sota-open-source-chinese-multimodal-large-model-76eb0829089d?source=rss-4a6e3e4a369a------2","title":"Speak and draw! VisCPM：SOTA Open-source Chinese Multimodal Large Model","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-07-15T14:31:28+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"988176c8-0624-493b-abf3-9b1d8370ae49","url":"https://onlylabs.fyi/signals/988176c8-0624-493b-abf3-9b1d8370ae49","source_url":"https://medium.com/@openbmb/finally-the-foundation-model-cpm-bee-is-open-sourced-now-3cf6a0017a50?source=rss-4a6e3e4a369a------2","title":"Finally! The foundation model CPM-Bee is open-sourced now!","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-05-30T13:28:37+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"3efbf08a-1453-4ee5-ad37-b440bf2907b2","url":"https://onlylabs.fyi/signals/3efbf08a-1453-4ee5-ad37-b440bf2907b2","source_url":"https://medium.com/@openbmb/still-waiting-for-openai-plugins-65b10d5e012c?source=rss-4a6e3e4a369a------2","title":"Still waiting for OpenAI plugins?","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-04-10T21:57:36+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"0f2ef59d-09d7-4472-a83e-4d01c7f525b9","url":"https://onlylabs.fyi/signals/0f2ef59d-09d7-4472-a83e-4d01c7f525b9","source_url":"https://medium.com/@openbmb/striking-the-strings-of-big-models-delta-tuning-results-featured-on-the-cover-of-a-nature-ba56c8c0f986?source=rss-4a6e3e4a369a------2","title":"Striking The Strings of Big Models | Delta Tuning Results Featured on The Cover of A Nature…","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-03-27T03:09:57+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"},{"id":"09fde51c-4a39-445c-80d9-ba351294023c","url":"https://onlylabs.fyi/signals/09fde51c-4a39-445c-80d9-ba351294023c","source_url":"https://medium.com/@openbmb/openbmbs-events-of-2022-15e2a410c5f1?source=rss-4a6e3e4a369a------2","title":"OpenBMB’s Events of 2022","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2023-01-06T14:02:20+00:00","first_seen_at":"2026-06-07T07:00:28.368749+00:00","date_source":"rss.item_date"}]}