#hallucination detection

Hallucination Detection: 3 AI articles covering hallucination detection news, analysis, and research

Articles

LongNovel: A Multi-Scale Benchmark for Hallucination Detection in Long-Context Novel Summarization⭐7

📅 08-20👁 33 views

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

📅 08-11👁 51 views

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

📅 07-24👁 45 views

Expert-led evaluation reveals LLM watermarking degrades medical text quality, masking clinical errors. Study assesses 5 schemes across 11 LLMs and 7 VLMs,