跑多种子、做显著性检验、查数据泄漏、对齐算力、套会议模板——这些证明"结果靠谱"、又费时又容易出错的活儿,上传结果,我们替你做对。 Multi-seed statistics, significance testing, leakage audits, compute-matched baselines, and venue formatting — the tedious work of proving your results are trustworthy. Upload your results; we do it right.
自动汇总成均值 ± 标准差,每个种子都能复现。Mean / variance, with every seed reproducible.
配对 bootstrap、置换检验、多重比较校正——手动最容易省掉或做错的一步。Paired bootstrap / permutation tests with multiple-comparison correction.
训练 / 测试集划分干不干净、有没有空间泄漏,逐一查清。Spatial leakage and train/test split checks, one by one.
确保对比是在同等算力下做的,不吃亏、也不占便宜。Comparisons under a matched compute budget — no over- or under-tuned baselines.
逐种子结果表 + 复现配置 / 脚本,直接能交。Per-seed tables + manifest, ready to hand a reviewer.
按不同会议 / 期刊的模板自动排版,省掉手动套格式的功夫。Auto-fits to each venue's format — no manual fiddling.
引擎产出的每个结论,都绑定一次真实、已验证的计算——连负结果也照实报。Every conclusion the engine produces is bound to a real, verified computation — and negative results are reported honestly too.
把这套严谨验证开放成工具,上传结果即得上面 6 项。We're opening this rigorous verification up as a tool — upload your results and get all six of the above.
我们正和科研人员一起建。把你最痛的验证苦活发邮件告诉我们——我们优先做对它。 We're building this together with researchers. Email us your most painful verification chore — we'll get it right first.