{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Fork: NousResearch/creative-writing-bench","description":"Nous Research fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647","json_url":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647/signal.json","generated_at":"2026-06-11T02:54:01.635859+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647","signal_json":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647/signal.json","source":"https://github.com/NousResearch/creative-writing-bench","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Nous Research forked NousResearch/creative-writing-bench (forked from EQ-bench/creative-writing-bench). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/creative-writing-bench · parent EQ-bench/creative-writing-bench · Routine fork, low traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/NousResearch/creative-writing-bench","source_host":"github.com","occurred_at":"2025-08-06T18:01:51+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"forked from EQ-bench/creative-writing-bench"},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NousResearch/creative-writing-bench","source":"source"},{"label":"Parent","value":"EQ-bench/creative-writing-bench","source":"source"},{"label":"Stars","value":"4","source":"traction"},{"label":"Notability","value":"Routine fork, low traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","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://github.com/NousResearch/creative-writing-bench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:54:01.635859+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/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 fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","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/80ab60c8-91e3-44ff-9179-2e29434bd647/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/creative-writing-bench","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/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 Nous Research's fork signal \"NousResearch/creative-writing-bench\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/creative-writing-bench","text":"Nous Research forked NousResearch/creative-writing-bench."},{"subject":"NousResearch/creative-writing-bench","predicate":"is classified as","object":"fork signal","text":"NousResearch/creative-writing-bench is classified as fork signal."},{"subject":"NousResearch/creative-writing-bench","predicate":"belongs to","object":"forks desk","text":"NousResearch/creative-writing-bench belongs to forks desk."},{"subject":"NousResearch/creative-writing-bench","predicate":"has context","object":"forked from EQ-bench/creative-writing-bench","text":"NousResearch/creative-writing-bench has context forked from EQ-bench/creative-writing-bench."},{"subject":"NousResearch/creative-writing-bench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/creative-writing-bench has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/creative-writing-bench","predicate":"has captured page count","object":"1","text":"NousResearch/creative-writing-bench has captured page count 1."},{"subject":"NousResearch/creative-writing-bench","predicate":"has readable page count","object":"1","text":"NousResearch/creative-writing-bench has readable page count 1."},{"subject":"NousResearch/creative-writing-bench","predicate":"has related signal count","object":"6","text":"NousResearch/creative-writing-bench has related signal count 6."},{"subject":"NousResearch/creative-writing-bench","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"NousResearch/creative-writing-bench has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"NousResearch/creative-writing-bench","predicate":"has source host","object":"github.com","text":"NousResearch/creative-writing-bench has source host github.com."},{"subject":"NousResearch/creative-writing-bench","predicate":"has lab","object":"Nous Research","text":"NousResearch/creative-writing-bench has lab Nous Research."},{"subject":"NousResearch/creative-writing-bench","predicate":"has signal desk","object":"forks","text":"NousResearch/creative-writing-bench has signal desk forks."},{"subject":"NousResearch/creative-writing-bench","predicate":"has source host","object":"github.com","text":"NousResearch/creative-writing-bench has source host github.com."},{"subject":"NousResearch/creative-writing-bench","predicate":"has repository","object":"NousResearch/creative-writing-bench","text":"NousResearch/creative-writing-bench has repository NousResearch/creative-writing-bench."},{"subject":"NousResearch/creative-writing-bench","predicate":"has parent","object":"EQ-bench/creative-writing-bench","text":"NousResearch/creative-writing-bench has parent EQ-bench/creative-writing-bench."},{"subject":"NousResearch/creative-writing-bench","predicate":"has stars","object":"4","text":"NousResearch/creative-writing-bench has stars 4."},{"subject":"NousResearch/creative-writing-bench","predicate":"has notability","object":"Routine fork, low traction","text":"NousResearch/creative-writing-bench has notability Routine fork, low traction."},{"subject":"NousResearch/creative-writing-bench","predicate":"has watch term","object":"Eval methodology","text":"NousResearch/creative-writing-bench has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Nous Research forked NousResearch/creative-writing-bench (forked from EQ-bench/creative-writing-bench). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/creative-writing-bench · parent EQ-bench/creative-writing-bench · Routine fork, low traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/creative-writing-bench","text":"Nous Research forked NousResearch/creative-writing-bench."},{"subject":"NousResearch/creative-writing-bench","predicate":"is classified as","object":"fork signal","text":"NousResearch/creative-writing-bench is classified as fork signal."},{"subject":"NousResearch/creative-writing-bench","predicate":"belongs to","object":"forks desk","text":"NousResearch/creative-writing-bench belongs to forks desk."},{"subject":"NousResearch/creative-writing-bench","predicate":"has context","object":"forked from EQ-bench/creative-writing-bench","text":"NousResearch/creative-writing-bench has context forked from EQ-bench/creative-writing-bench."},{"subject":"NousResearch/creative-writing-bench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/creative-writing-bench has evidence coverage 1 captured evidence page."}]},"signal":{"id":"80ab60c8-91e3-44ff-9179-2e29434bd647","url":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647","json_url":"https://onlylabs.fyi/signals/80ab60c8-91e3-44ff-9179-2e29434bd647/signal.json","source_url":"https://github.com/NousResearch/creative-writing-bench","title":"NousResearch/creative-writing-bench","summary":"Nous Research forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from EQ-bench/creative-writing-bench","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-08-06T18:01:51+00:00","first_seen_at":"2026-06-06T01:49:37.982614+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://github.com/NousResearch/creative-writing-bench"]},"facets":{"repo":"NousResearch/creative-writing-bench","parent":"EQ-bench/creative-writing-bench"},"traction":{"github_stars":4,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/NousResearch/creative-writing-bench","final_url":"https://github.com/NousResearch/creative-writing-bench","title":"NousResearch/creative-writing-bench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:01.635859+00:00","bytes":29447,"raw_path":"cd6c7cff0dbf78d17544569fe36f386a7566d5a82dccc06a933cbdeee6478090.json","content_hash":"fbded4bce9dd03245cbc400744fd120f58ada5e584344389a8e871714a375fce","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/creative-writing-bench Language: HTML Stars: 4 Forks: 3 Open issues: 0 Created: 2025-08-06T18:01:51Z Pushed: 2025-08-12T15:39:08Z Default branch: main Fork: yes Parent repository: EQ-bench/creative-writing-bench Archived: no README: Creative Writing Benchmark v3 🎨 Welcome to the Creative Writing Benchmark v3 repository! This benchmark evaluates the creative writing capabilities of large language models using a hybrid rubric and Elo scoring system, designed for enhanced discrimination, especially at the top end of model performance. This is the system used for the Creative Writing leaderboard on [EQ-Bench.com](https://eqbench.com/creative_writing.html). How the Benchmark Works The evaluation process involves several steps: 1. **Generation:** The model under test generates responses to 32 distinct writing prompts across 3 iterations (96 items total). Generation uses a temperature of 0.7 and min_p of 0.1 to encourage creativity while maintaining some consistency. 2. **Rubric Scoring:** Each generated piece is individually assessed by a judge model (Anthropic's Claude 3.7 Sonnet recommended for leaderboard parity) against a comprehensive rubric. 3. **Initial Elo..."},"evidence_pages":[{"url":"https://github.com/NousResearch/creative-writing-bench","final_url":"https://github.com/NousResearch/creative-writing-bench","title":"NousResearch/creative-writing-bench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:01.635859+00:00","bytes":29447,"raw_path":"cd6c7cff0dbf78d17544569fe36f386a7566d5a82dccc06a933cbdeee6478090.json","content_hash":"fbded4bce9dd03245cbc400744fd120f58ada5e584344389a8e871714a375fce","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/creative-writing-bench Language: HTML Stars: 4 Forks: 3 Open issues: 0 Created: 2025-08-06T18:01:51Z Pushed: 2025-08-12T15:39:08Z Default branch: main Fork: yes Parent repository: EQ-bench/creative-writing-bench Archived: no README: Creative Writing Benchmark v3 🎨 Welcome to the Creative Writing Benchmark v3 repository! This benchmark evaluates the creative writing capabilities of large language models using a hybrid rubric and Elo scoring system, designed for enhanced discrimination, especially at the top end of model performance. This is the system used for the Creative Writing leaderboard on [EQ-Bench.com](https://eqbench.com/creative_writing.html). How the Benchmark Works The evaluation process involves several steps: 1. **Generation:** The model under test generates responses to 32 distinct writing prompts across 3 iterations (96 items total). Generation uses a temperature of 0.7 and min_p of 0.1 to encourage creativity while maintaining some consistency. 2. **Rubric Scoring:** Each generated piece is individually assessed by a judge model (Anthropic's Claude 3.7 Sonnet recommended for leaderboard parity) against a comprehensive rubric. 3. **Initial Elo..."}],"related_signals":[{"id":"007a4fd1-4440-4405-853a-0a96c587ccb2","url":"https://onlylabs.fyi/signals/007a4fd1-4440-4405-853a-0a96c587ccb2","source_url":"https://github.com/NousResearch/Automodel","title":"NousResearch/Automodel","context":"forked from NVIDIA-NeMo/Automodel","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:18:10+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"cded9ac1-e648-4965-8bda-97827b4128d0","url":"https://onlylabs.fyi/signals/cded9ac1-e648-4965-8bda-97827b4128d0","source_url":"https://github.com/NousResearch/Megatron-LM","title":"NousResearch/Megatron-LM","context":"forked from NVIDIA/Megatron-LM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:29+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a66f6267-7e1f-452a-8efd-640d342f9ce6","url":"https://onlylabs.fyi/signals/a66f6267-7e1f-452a-8efd-640d342f9ce6","source_url":"https://github.com/NousResearch/Megatron-Bridge","title":"NousResearch/Megatron-Bridge","context":"forked from NVIDIA-NeMo/Megatron-Bridge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:08+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","url":"https://onlylabs.fyi/signals/8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","source_url":"https://github.com/NousResearch/agent-governance-toolkit","title":"NousResearch/agent-governance-toolkit","context":"forked from microsoft/agent-governance-toolkit","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-10T22:34:18+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"b857381d-51f3-446f-9a61-234abaced3d1","url":"https://onlylabs.fyi/signals/b857381d-51f3-446f-9a61-234abaced3d1","source_url":"https://github.com/NousResearch/Nemotron","title":"NousResearch/Nemotron","context":"forked from NVIDIA-NeMo/Nemotron","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-27T14:08:47+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","url":"https://onlylabs.fyi/signals/a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","source_url":"https://github.com/NousResearch/NemoClaw","title":"NousResearch/NemoClaw","context":"forked from NVIDIA/NemoClaw","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-24T18:35:00+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"}]}