{"schemaVersion":1,"target":{"type":"reading","id":"0575e01df7aaf5d5f8b00d71de17c71b4a9b30e7b2e5fa77fae5b350902238b8","revision":"4f71b445-5f45-456c-8fa9-c4bd5eda85b2","revisionKind":"publication-id","title":"arXiv cs.AI: Why LLM evidence reviews can vary—and still be wrong","url":"https://escapemeridian.com/readings/arxiv-cs-ai-why-llm-evidence-reviews-can-vary-and-still-be-wrong-0575e01d"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.39070","revision":"6ec7a68473998ed254df2ad97b550b25dac08804179809bf85a13b46ad08980f","revisionKind":"sha256-source-text","title":"When the Same Prompt Gives Different Answers (and the Same Answer Isn't Always Right): A Taxonomy of Failure Mechanisms, Testing, and Mitigation Strategies for LLM-Assisted Evidence Synthesis Read-and-Evaluate Tasks","url":"https://arxiv.org/abs/2610.39070"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}