Use this when the user needs to choose between multiple ML routes after survey but before committing to implementation. Compares candidate approaches, selects one, records rejected routes, and keeps a fallback.
Idioma do texto original: inglês
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O SkillsMP coletou 18 skills de tsingyuai/scientify. Abra uma skill para revisar a origem e os detalhes.
Mostrando 18 de 18 skills coletadas.
Use this when the user needs to choose between multiple ML routes after survey but before committing to implementation. Compares candidate approaches, selects one, records rejected routes, and keeps a fallback.
Idioma do texto original: inglês
Use this when the project needs real baseline results before or alongside the main model. Runs classical or literature-aligned baselines under the same protocol and writes a reproducible baseline summary.
Idioma do texto original: inglês
Use this when the project needs a dedicated data-quality review before model review. Checks data reality, split correctness, label health, leakage risk, shape consistency, and mock-data disclosure.
Idioma do texto original: inglês
Use this when the user wants a draft paper, figure bundle, README, release page, or experiment artifact reviewed before sharing. Checks evidence binding, claim scope, captions, layout clarity, and release readiness.
Idioma do texto original: inglês
Use this when the user wants to improve chart quality, standardize plotting style, regenerate release figures, or add captions/protocol notes. Normalizes fonts, colors, legends, units, and scope notes across Scientify figures.
Idioma do texto original: inglês
Use this when the user wants to improve README, docs pages, or microsites so a new reader can understand what the project is, how to use it, what artifacts exist, and what the scope boundaries are within one screen.
Idioma do texto original: inglês
[Read when prompt contains /research-experiment]
Idioma do texto original: chinês
[Read when prompt contains /research-survey]
Idioma do texto original: Vários idiomas
Use this when the user wants a systems paper, experiment paper, technical report, or extended abstract drafted from existing Scientify artifacts. Builds a claim-bounded paper draft from experiment outputs, figures, and supporting notes.
Idioma do texto original: inglês
Use this when the user wants to write a literature review, survey paper, or thesis chapter from existing papers. Guides reading strategy, note-taking, synthesis, and academic writing. NOT for searching new papers (/research-collect) or generating ideas…
Idioma do texto original: inglês
Use this when the user wants research ideas, innovation points, or to find research gaps (找研究方向, 生成创新点). Generates 5 ideas from collected papers, identifies gaps, proposes novel methods with citations. Requires papers in workspace.
Idioma do texto original: inglês
Knowledge metabolism: Day 0 init (discuss + baseline survey) or daily cycle (incremental search + update knowledge + generate hypotheses). Triggered by bootstrap and daily cron.
Idioma do texto original: chinês
Download academic papers: arXiv source/PDF by ID, DOI papers via Unpaywall open access. Supports batch download.
Idioma do texto original: chinês
[Read when prompt contains /research-collect]
Idioma do texto original: chinês
[Read when prompt contains /research-implement]
Idioma do texto original: chinês
Use this skill when the user wants to research a topic, analyze papers, build ML models, or run experiments. Orchestrates the full pipeline: paper search → analysis → planning → implementation → review → experiments.
Idioma do texto original: chinês
[Read when prompt contains /research-plan]
Idioma do texto original: chinês
[Read when prompt contains /research-review]
Idioma do texto original: chinês