Tag: AI hallucination detection

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Detect Hallucinations in SpeechLLMs Using Attention Maps

Discover effective methods to detect hallucinations in Speech Large Language Models at inference time using attention-derived metrics for improved reliabil...

HalluAudio: Benchmark for Hallucination Detection in LALMs

Discover HalluAudio, the first large-scale benchmark to detect hallucinations in large audio-language models across speech, music, and environmental sounds...

LLM-as-Judge Framework to Detect Hallucination in VLMs

Discover the LLM-as-Judge framework and Ghost-100 benchmark for evaluating tone-induced hallucination in vision-language models with improved accuracy.

VIB-Probe: Reducing Hallucinations in Vision-Language Models

Discover how VIB-Probe uses Variational Information Bottleneck to detect and mitigate hallucinations in Vision-Language Models for improved accuracy.

TPA: Detecting Hallucinations in RAG with Token Attribution

Discover TPA, a novel method for detecting hallucinations in Retrieval-Augmented Generation by attributing next token probabilities to key model components...

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