检索找到了某个语义上接近的片段，LLM 围绕它写出一段文字，但是没人发现答案是错的。这是 vector RAG 调参解决不了的失败问题。而现在有2种方法可以解决他： GraphRAG 增加了一层 knowledge graph，用来描绘实体之间的关系。 Vectorless RAG 完全抛弃向量数据库，让 LLM ...

If you are struggling with sleep, it can be difficult to know where to start. As with many things, when it comes to quality sleep, knowledge is power. Pillow is an excellent resource for tracking your ...

neo4j-labs/agent-memory ships two SDKs with the same memory model, both backed by the NAMS hosted service. Pick the one that matches your stack — mixed Python + TypeScript agents read and write the ...

Demand for diverse, high‑quality datasets is increasing rapidly as AI models scale. Leading firms now combine crowdsourcing, automation, and domain expertise to collect data across modalities. The ...

Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with content, and download exclusive resources. Birgitta Böckeler, Distinguished Engineer at ...

Bright Data is a great web scraping solution trusted by enterprises and developers worldwide. Known for its powerful proxy infrastructure and highly customizable scraping tools, Bright Data empowers ...

Search firm Exa wants to use the tech behind large language models to tame the wildness of the web. A startup called Exa is pitching a new spin on generative search. It uses the tech behind large ...

Generative AI depends on data to build responses to user queries. Training large language models (LLMs) uses huge volumes of data—for example, OpenAI’s GPT-3 used the CommonCrawl data set, which stood ...

In today's data-driven world, access to accurate and comprehensive data is paramount for businesses, researchers, and developers alike. With the vast expanse of information available on the internet, ...