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Adam Kovacs PRO

adaamko
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AI & ML interests

Explainable AI, rule-based models, hallucination detection, fact-checking LLMs

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upvoted a collection about 1 hour ago
Hallucination detection
posted an update about 1 hour ago
We introduced 🥬 TinyLettuce: lightweight hallucination detection with 17–68M encoders Instead of relying on huge LLM judges that are slow and costly, we built tiny Ettin-based detectors that you can train in hours on a single GPU and run efficiently on CPU. Here’s what’s inside: 1️⃣ Synthetic Data Generator A toolkit to create hallucinations with controllable error types—no manual annotation bottlenecks. 2️⃣ TinyLettuce Models (17–68M) Compact classifiers built on Ettin encoders, designed for efficiency (8K context, modern transformer backbone). 3️⃣ Data & Training Utilities Scripts and APIs to generate domain-specific labeled pairs at scale, plus ~3.6k examples we used for training. 4️⃣ Open and MIT-licensed Code, data, and models are freely available for research and production. 5️⃣ Performance Highlights - TinyLettuce-17M reaches 90.87% F1 (synthetic), outperforming GPT-OSS-120B (83.38%) and Qwen3-235B (79.84%) - Runs in real-time on CPU: low latency, minimal memory, and pennies per million checks - Shows competitive results on RAGTruth benchmarks 🔗 Useful links: Blog: https://huggingface.co/blog/adaamko/tinylettuce GitHub: https://github.com/KRLabsOrg/LettuceDetect PyPI: https://pypi.org/project/lettucedetect/ HF Collection: https://huggingface.co/collections/KRLabsOrg/tinylettuce-68b42a66b8b6aaa4bf287bf4 Notebook/Demo: https://github.com/KRLabsOrg/LettuceDetect/blob/main/demo/tinylettuce.ipynb ⭐ Stars and feedback are always appreciated!
upvoted an article about 2 hours ago
Turk-LettuceDetect: A Hallucination Detection Models for Turkish RAG Applications
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