repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago
wanshuiyin/Anti-Autoresearch
Don't trust an autoresearch paper at face value. Reviewer-side integrity forensics (self-consistency + fabrication), deterministic verdict. 61 signals: 46 integrity hack-patterns (families A–H, verdict-bearing) + 13 zero-weight AI writing-style impressions (AIS) + 2 advisory. Not an opaque AI-text classifier. The dual of ARIS.
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 51%Building an AI loan document intelligence platform — shipped fraud detection, hybrid search, and 3-tier email fallback this week[P] →
- PossiblePossibly related (embedding) · 46%Google's Agentic Peer-Reviewer Handled ~10K Papers at ICML/STOC — Formal Research Paper Now Out [R] →
- PossiblePossibly related (embedding) · 46%LangChain Engineer Introduces Harbor for Complex AI Agent Evaluation - TechGig →
- PossiblePossibly related (embedding) · 46%How Inscribe uses Amazon Bedrock to stop document fraud in seconds →
- PossiblePossibly related (embedding) · 45%EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures →
- PossiblePossibly related (embedding) · 46%Deceptive Grounding: Entity Attribution Failure in Clinical Retrieval-Augmented Generation →
- PossiblePossibly related (embedding) · 49%Fixing LLM Reasoning: From Superficial Pattern-Matching to Auditable Logic - The AI Journal →
Covers
newsBuilding an AI loan document intelligence platform — shipped fraud detection, hybrid search, and 3-tier email fallback this week[P]newsGoogle's Agentic Peer-Reviewer Handled ~10K Papers at ICML/STOC — Formal Research Paper Now Out [R]newsLangChain Engineer Introduces Harbor for Complex AI Agent Evaluation - TechGignewsHow Inscribe uses Amazon Bedrock to stop document fraud in seconds
Implements
Implements (incoming)
Covers (incoming)
Related across the graph
newsLangChain Engineer Introduces Harbor for Complex AI Agent Evaluation - TechGignewsFixing LLM Reasoning: From Superficial Pattern-Matching to Auditable Logic - The AI JournalpaperEvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety FailuresnewsHow Inscribe uses Amazon Bedrock to stop document fraud in secondsnewsGoogle's Agentic Peer-Reviewer Handled ~10K Papers at ICML/STOC — Formal Research Paper Now Out [R]paperDeceptive Grounding: Entity Attribution Failure in Clinical Retrieval-Augmented GenerationnewsBuilding an AI loan document intelligence platform — shipped fraud detection, hybrid search, and 3-tier email fallback this week[P]