Experiment design, validation planning, baseline selection, ablation study planning, statistical testing, and reproducibility planning for STEM papers. Use when users need to design experiments for algorithms, models, systems, materials, instruments, simulations, biomedical studies, control systems, communication systems, or engineering prototypes. Trigger phrases include experiment design, validation plan, ablation study, baseline, benchmark, metrics, statistical test, reproducibility, and Chinese requests about shiyan sheji or xiaorong shiyan.
Literature review and research-gap analysis for STEM graduate papers, theses, and journal or conference manuscripts. Use when users need to search, organize, compare, synthesize, or write related work; identify research gaps; build a citation matrix; position a contribution against IEEE, ACM, Elsevier, Springer, Nature-family, arXiv, or field-specific literature. Trigger phrases include literature review, related work, research gap, novelty, contribution positioning, citation matrix, survey, state of the art, and Chinese requests about wenxian zongshu or yanjiu kongbai.
Methodology and technical section writing for STEM papers, theses, and reports. Use when users need to write or improve Method, Materials and Methods, Proposed Method, System Model, Algorithm, Model Architecture, Mathematical Formulation, Implementation Details, or Theoretical Analysis sections for engineering, computer science, physical science, biomedical, and applied research papers. Trigger phrases include method section, methodology, proposed method, algorithm description, mathematical formulation, system model, implementation details, and Chinese requests about fangfa zhangjie.
Polish STEM manuscripts for clarity, structure, academic English, venue fit, abstract, introduction, conclusion, title, keywords, highlights, cover letter, and submission readiness. Use when users need IEEE, ACM, Elsevier, Springer, Nature-family, thesis, or arXiv style improvement without changing the scientific meaning. Trigger phrases include polish paper, academic writing, revise manuscript, improve English, abstract, introduction, conclusion, title, keywords, cover letter, submission checklist, and Chinese requests about lunwen runse.
Draft reviewer responses, rebuttal letters, response-to-reviewers documents, revision plans, and point-by-point replies for STEM journal and conference submissions. Use when users have reviewer comments, decision letters, major/minor revision requests, reject-and-resubmit advice, or conference rebuttal constraints. Trigger phrases include rebuttal, response to reviewers, revision letter, reviewer comments, major revision, minor revision, appeal, point-by-point response, and Chinese requests about shengao huifu or fanxiu.
Analyze, interpret, and write Results, Discussion, tables, figures, ablations, error analysis, and limitations for STEM manuscripts. Use when users have experimental results, metrics, logs, plots, tables, simulation outputs, or reviewer questions about evidence. Trigger phrases include results analysis, discussion section, figure explanation, table analysis, ablation interpretation, error analysis, limitation, statistical interpretation, and Chinese requests about jieguo fenxi or taolun zhangjie.