#hallucination detection
Hallucination Detection: 3 AI articles covering hallucination detection news, analysis, and research
Articles
LongNovel: A Multi-Scale Benchmark for Hallucination Detection⭐7
LongNovel benchmark tests hallucination detection in long-context novel summarization across Chinese and English, revealing how error patterns shift with contex...
Unified Hallucination Fuzzing for Multimodal Large Language Models⭐10
Unified fuzzing framework reveals severe hallucination risks in MLLMs, exposing hidden performance degradation and alignment trade-offs.
Marking the Wrong Symptoms: Evaluating LLM Watermarks in Medical Texts⭐9
Expert-led evaluation reveals LLM watermarking degrades medical text quality, masking clinical errors. Study assesses 5 schemes across 11 LLMs and 7 VLMs,