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Research Agora: Claude Code skills, benchmarks & tools for ML researchers — paper writing, citation verification, experiment tracking, LaTeX automation

Automated citation verification system with Agentic self-learning. Validates academic metadata and semantic consistency using ML and multi-source databases. 具備 Agentic 自學能力的自動化學術引用驗證系統。整合多方資料庫與 ML 技術，精準確保文獻元資料及語義內容的一致性。

HALLMARK: Citation hallucination detection benchmark for ML papers — 2,525 entries, 14 hallucination types, 3 difficulty tiers, 10 baselines including LLMs and verification tools

AI agent that verifies whether citations in documents truly support their claims. Parses docs, extracts claims, fetches sources, and assigns verdicts (SUPPORTED, NOT_SUPPORTED, etc.) with explanations. CLI, Python API, and REST API available.

A LangGraph-based reasoning engine with enforced citations for RAG.

Audit-Ready RAG with Citation Enforcement and Reliability Evaluation — COMP3931 Dissertation, University of Leeds

Automated research quality assurance. Catches fabricated citations, overclaimed results, irreproducible numbers.

本项目主要实现文献分类以及自动生成可溯源相关工作

Port Apple Silicon support for Karpathy’s autoresearch to run fixed-time training loops natively without PyTorch or CUDA dependencies.