hallucination

“Imagine a flock of birds in flight. There’s no leader. No central command. Each bird aligns with its neighbors—matching direction, adjusting speed, maintaining coherence through purely local coordination. The result is global order emerging from local consistency.”

“This article explores the interesting aspects of how AI models, like Gemini, handle the provision of verifiable information.”

“I built an evidence-first pipeline where: Content is generated only from a curated KB; Retrieval is chunk-level with reranking; Every important sentence has a clickable citation → click opens the source”

“RAG is a mechanism that 'searches external knowledge (documents) and passes that information to the LLM to generate answers.'”

“While a specific quote isn't provided in the prompt, the key takeaway from the article would be focused on methods to recognize when the chatbot is generating false or misleading information.”

“Dictionaries, by their very nature, are merely tools for humans to temporarily fix meanings. However, the illusion of 'objectivity and neutrality' that their format conveys is the greatest...”

“"AIは難関試験に受かるのに、なぜ平気で嘘をつくのか？"”

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“本稿では、その設計思想を 思想・数式・コード・最小検証モデル のレベルまで落とし込み、第三者（特にエンジニア）が再現・検証・反証できる形で固定することを目的とします。”

“"君の言う通りだよ！」「それは素晴らしいアイデアですね！"”

“It hallucinates, doubles down and gives plain wrong answers that sound credible, and gives gpt 5.2 thinking (extended) a bad name which is the goat in my opinion and my personal assistant for non-coding tasks.”

“The survey aims to gather insights on how LLM hallucinations affect their use in the software development process.”

“"The United States has not invaded Venezuela, and Nicolás Maduro has not been captured."”

“Some AI chatbots have a surprisingly good handle on breaking news. Others decidedly don’t.”

“The paper focuses on the 'world model' as the key factor influencing hallucination.”

“The article's context is that the paper is from ArXiv.”

“The paper focuses on mitigating LLM hallucinations.”

“The paper focuses on mitigating object hallucinations.”

“The paper focuses on mitigating hallucinations in Large Vision-Language Models (LVLMs).”

“The article's context revolves around a new technique called LLM-CAS.”

“The article's core focus is on separating generated road structures from real-world scenes.”

“The paper likely analyzes the effectiveness of embedding-based methods.”

“The research aims to mitigate spatial relationship hallucinations in foreground-conditioned inpainting.”

“The research aims to reduce hallucinations through explicit problem modeling.”

“VEGAS mitigates hallucinations.”

“The paper leverages Merlin-Arthur protocols.”

“CIP is a plug-and-play framework.”

“The paper focuses on estimating and understanding hallucinations in deep learning for image processing.”

“The research focuses on detecting hallucinations in Graph Retrieval-Augmented Generation.”

“The research focuses on mitigating object hallucination.”