Modular multi-model generator of controllable AI news stimuli for misinformation research - agent-based simulation seeding, red-teaming & human-perception studies. GPT-4/LLaMA/Mistral/DeepSeek, multilingual, full provenance.

人类-AI协作全生命周期方法论框架——经3次对照实验+50+轮多后端独立审查实证 | Full-lifecycle human-AI collaboration methodology validated through 3 controlled experiments & 50+ multi-model reviews across 5 LLM backends

A Claude Code skill that forces agents to quote real code before writing new code. Backed by 930 controlled runs: 0/40 → 40/40 correctness.

This is your the only entry point to deeply understand controlled experiments and begin to use them in practice.

Replication package, supplementary materials, and analysis pipeline for our ICPC'26 paper.

Replication package of the study titled "The Impact of Knowledge Distillation on the Energy Consumption and Runtime Efficiency of NLP Models" presented at CAIN 2024

Prompt对照实验方法论案例手册——SOP、分析工具与两个真实实验（含阴性结果公开）| A casebook for controlled prompt-engineering experiments with honest negative results reporting

Replication package for controlled experiment on investigating effectiveness, efficiency and preference of a controlled natural-language notation versus a key-value notation for the Storyboard Language DSL

对 Karpathy「不要问 LLM 你怎么想」建议的实证批评。2天单人实验证明：Karpathy 说对了机制原文，但说错了使用建议。附量化测量框架和可复现方法。

多模型协同学术流水线——8阶段+开卷/盲答对照实验，论文是测试用例、流水线是核心交付物 | 8-stage multi-model academic pipeline with cross-blind review, defense simulation & controlled experiment

Protótipo experimental para comparar o desempenho front-end de duas versões de uma aplicação web, com coleta de métricas pelo Lighthouse.