
WithAccurateFood
RAG, PubMed, No Hallucination
WithAccurateFood launched on November 28, 2025 with 2 votes.
What it does
Generative AI suffers from unreliable web sources such as hallucinations and blogs. We propose a strictly limited RAG solution, including authoritative data. The solution ensures accurate and reasonable health information by referring to authorized high-quality data such as PubMed, MDPI, and national guidelines It mainly deals with numerous disease information and contains types of research results and guidelines.
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Open-source model and scorecard for measuring hallucinations in LLMs2023 · vectara.com · ▲65Hi all! This morning, we released a new Apache 2.0 licensed model on HuggingFace for detecting hallucinations in retrieval augmented generation (RAG) systems. What we've found is that even when given a "simple" instruction like "summarize the following news article," every LLM that's available hallucinates to some extent, making up details that never existed in the source article -- and some of them quite a bit. As a RAG provider and proponents of ethical AI, we want to see LLMs get better at this. We've published an open source model, a blog more thoroughly describing our methodology (and…
Hallucination-Proof AI Course Creator2025 · minicoursegenerator.com · ▲63Turn PDFs into courses with AI without irrelevant additions

Fighting Medical LLM Hallucinations with a Grounded RAG System2025 · my-openhealth.com · ▲6Hi HN, We've been frustrated with how confidently LLMs hallucinate—a dangerous flaw in high-stakes domains like health and medicine. The standard "I am not an expert" disclaimer feels insufficient since we all ignore those statements. Our approach is a RAG/agentic system built to solve this. It runs on ~40M+ scientific papers, but goes beyond simple retrieval. A multi-agent workflow decomposes queries, cross-references claims against multiple sources, and synthesizes answers, ensuring every key statement is cited directly from the literature. Beyond the literature, our agent system has…
RagMetrics2025 · ragmetrics.ai · ▲13We built live AI evaluation to detect hallucinations, grounding issues, and drift as outputs are generated. This helps teams move GenAI from pilots into production.

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