INTRYGUE: Induction-Aware Entropy Gating for Reliable RAG Uncertainty Estimation
cs.AI
Submitted: 2026-03-23
Updated: 2026-08-31
Terminology
Sources
- Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation
- Large Language Models Hallucination: A Comprehensive Survey
- A Primer on the Inner Workings of Transformer-based Language Models
- UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation
- Chainpoll: A high efficacy method for LLM hallucination detection
- The Llama 3 Herd of Models
- Large Language Models: A Survey
- LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance Propagation
- Mistral 7B
- In-context Learning and Induction Heads
- Lowest Span Confidence: Zero-Shot Hallucination Detection from a Single LLM Response
- Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
- Measuring short-form factuality in large language models
- OpenAI GPT-5 System Card
- Qwen3 Technical Report
- Llama 2: Open Foundation and Fine-Tuned Chat Models
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