{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Model: openbmb/RLPR-Qwen2.5-7B-Base","description":"OpenBMB (MiniCPM) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/49c2afe9-46fc-41f7-be96-921b0e533a2a","json_url":"https://onlylabs.fyi/signals/49c2afe9-46fc-41f7-be96-921b0e533a2a/signal.json","generated_at":"2026-06-11T02:50:41.034276+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/49c2afe9-46fc-41f7-be96-921b0e533a2a","signal_json":"https://onlylabs.fyi/signals/49c2afe9-46fc-41f7-be96-921b0e533a2a/signal.json","source":"https://huggingface.co/openbmb/RLPR-Qwen2.5-7B-Base","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/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":"OpenBMB (MiniCPM) published openbmb/RLPR-Qwen2.5-7B-Base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 56 HF downloads · Very low traction, minor 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/openbmb/RLPR-Qwen2.5-7B-Base","source_host":"huggingface.co","occurred_at":"2025-06-22T12:08:49+00:00","first_seen_at":"2026-06-06T01:49:35.100048+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","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":"7.6B","source":"model"},{"label":"Downloads","value":"56","source":"traction"},{"label":"Likes","value":"9","source":"traction"},{"label":"Notability","value":"Very low traction, minor release","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"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/openbmb/RLPR-Qwen2.5-7B-Base/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:41.034276+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/49c2afe9-46fc-41f7-be96-921b0e533a2a/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/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/49c2afe9-46fc-41f7-be96-921b0e533a2a/signal.json","required":true},{"label":"source","url":"https://huggingface.co/openbmb/RLPR-Qwen2.5-7B-Base","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/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 OpenBMB (MiniCPM)'s model signal \"openbmb/RLPR-Qwen2.5-7B-Base\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published model","object":"openbmb/RLPR-Qwen2.5-7B-Base","text":"OpenBMB (MiniCPM) published model openbmb/RLPR-Qwen2.5-7B-Base."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"is classified as","object":"model signal","text":"openbmb/RLPR-Qwen2.5-7B-Base is classified as model signal."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"belongs to","object":"releases desk","text":"openbmb/RLPR-Qwen2.5-7B-Base belongs to releases desk."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openbmb/RLPR-Qwen2.5-7B-Base has evidence coverage 1 captured evidence page."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has captured page count","object":"1","text":"openbmb/RLPR-Qwen2.5-7B-Base has captured page count 1."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has readable page count","object":"1","text":"openbmb/RLPR-Qwen2.5-7B-Base has readable page count 1."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has related signal count","object":"6","text":"openbmb/RLPR-Qwen2.5-7B-Base has related signal count 6."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","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":"openbmb/RLPR-Qwen2.5-7B-Base has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has source host","object":"huggingface.co","text":"openbmb/RLPR-Qwen2.5-7B-Base has source host huggingface.co."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"openbmb/RLPR-Qwen2.5-7B-Base has lab OpenBMB (MiniCPM)."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has signal desk","object":"releases","text":"openbmb/RLPR-Qwen2.5-7B-Base has signal desk releases."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has source host","object":"huggingface.co","text":"openbmb/RLPR-Qwen2.5-7B-Base has source host huggingface.co."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has task","object":"text-generation","text":"openbmb/RLPR-Qwen2.5-7B-Base has task text-generation."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has license","object":"apache-2.0","text":"openbmb/RLPR-Qwen2.5-7B-Base has license apache-2.0."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has library","object":"transformers","text":"openbmb/RLPR-Qwen2.5-7B-Base has library transformers."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has params","object":"7.6B","text":"openbmb/RLPR-Qwen2.5-7B-Base has params 7.6B."},{"subject":"openbmb/RLPR-Qwen2.5-7B-Base","predicate":"has downloads","object":"56","text":"openbmb/RLPR-Qwen2.5-7B-Base has downloads 56."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published openbmb/RLPR-Qwen2.5-7B-Base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. 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Model Details Key Features * 💡 **Verifier-Free Reasoning Enhancement:** RLPR pioneers reinforcement learning for reasoning tasks by leveraging the LLM's intrinsic generation probability as a direct reward signal. This eliminates the need for external verifiers and specialized fine-tuning, offering broad applicability and effectively handling complex, diverse answers. * 🛠️ **Innovative Reward & Training Framework:** * Features a robust **Probability-based Reward (PR)** using average decoding probabilities of reference answers for higher quality, debiased reward signals, outperforming naive sequence likelihood. * Implements an **standard deviation filtering** mechanism that dynamically..."},"evidence_pages":[{"url":"https://huggingface.co/openbmb/RLPR-Qwen2.5-7B-Base/raw/main/README.md","final_url":"https://huggingface.co/openbmb/RLPR-Qwen2.5-7B-Base/raw/main/README.md","title":"openbmb/RLPR-Qwen2.5-7B-Base model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:41.034276+00:00","bytes":3494,"raw_path":"572e2b0f3c6b9fb4bc3326f83477cca8ca6b92e4408d690c8beba1761b09d4a5.md","content_hash":"c00fd29421385fa336e35ced805fcde3e2f208d0754982bb5e63e342c995b7fb","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 datasets: - openbmb/RLPR-train language: - en tags: - text-generation-inference library_name: transformers pipeline_tag: text-generation --- Model Card for RLPR-Qwen2.5-7B-Base [GitHub](https://github.com/openbmb/RLPR) | [Paper](https://arxiv.org/abs/2506.18254) **RLPR-Qwen2.5-7B-Base** is trained from Qwen2.5-7B-Base with the [RLPR](https://github.com/openbmb/RLPR) framework, which eliminates reliance on external verifiers and is simple and generalizable for more domains. Model Details Key Features * 💡 **Verifier-Free Reasoning Enhancement:** RLPR pioneers reinforcement learning for reasoning tasks by leveraging the LLM's intrinsic generation probability as a direct reward signal. This eliminates the need for external verifiers and specialized fine-tuning, offering broad applicability and effectively handling complex, diverse answers. * 🛠️ **Innovative Reward & Training Framework:** * Features a robust **Probability-based Reward (PR)** using average decoding probabilities of reference answers for higher quality, debiased reward signals, outperforming naive sequence likelihood. * Implements an **standard deviation filtering** mechanism that dynamically..."}],"related_signals":[{"id":"12094dec-3678-49ff-9a67-357cd2c648f4","url":"https://onlylabs.fyi/signals/12094dec-3678-49ff-9a67-357cd2c648f4","source_url":"https://huggingface.co/openbmb/SciCore-Omics","title":"openbmb/SciCore-Omics","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-03T09:49:00+00:00","first_seen_at":"2026-06-06T01:49:35.100048+00:00","date_source":"source"},{"id":"6c09972b-77c4-4e2d-b9b7-d5e9ae5fb41c","url":"https://onlylabs.fyi/signals/6c09972b-77c4-4e2d-b9b7-d5e9ae5fb41c","source_url":"https://huggingface.co/openbmb/MiniCPM5-1B","title":"openbmb/MiniCPM5-1B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-21T07:27:59+00:00","first_seen_at":"2026-06-06T01:49:35.100048+00:00","date_source":"source"},{"id":"22cee439-4f56-4eee-b821-779f63f837c3","url":"https://onlylabs.fyi/signals/22cee439-4f56-4eee-b821-779f63f837c3","source_url":"https://huggingface.co/openbmb/MiniCPM5-1B-SFT","title":"openbmb/MiniCPM5-1B-SFT","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-21T07:27:50+00:00","first_seen_at":"2026-06-06T01:49:35.100048+00:00","date_source":"source"},{"id":"1af6cda6-f605-4a60-bee8-9331ee843a72","url":"https://onlylabs.fyi/signals/1af6cda6-f605-4a60-bee8-9331ee843a72","source_url":"https://huggingface.co/openbmb/MiniCPM5-1B-Base","title":"openbmb/MiniCPM5-1B-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-21T07:27:42+00:00","first_seen_at":"2026-06-09T07:00:26.263388+00:00","date_source":"source"},{"id":"f4e5206e-b33e-4729-8735-5fd3473add55","url":"https://onlylabs.fyi/signals/f4e5206e-b33e-4729-8735-5fd3473add55","source_url":"https://huggingface.co/openbmb/BitCPM-CANN-8B","title":"openbmb/BitCPM-CANN-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-15T13:10:51+00:00","first_seen_at":"2026-06-06T01:49:35.100048+00:00","date_source":"source"},{"id":"efbcdec8-7d82-4904-b8ab-3ebf6616d1f3","url":"https://onlylabs.fyi/signals/efbcdec8-7d82-4904-b8ab-3ebf6616d1f3","source_url":"https://huggingface.co/openbmb/BitCPM-CANN-3B","title":"openbmb/BitCPM-CANN-3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-15T13:10:02+00:00","first_seen_at":"2026-06-06T01:49:35.100048+00:00","date_source":"source"}]}