搜索结果：结构化数据

This book focuses on Generative Engine Optimization (GEO), starting from the underlying logic of the 'Answer Economy' and discussing a trust-centric growth model in the AI era. It is divided into four

Tonic Validate Logging is a Python library that enables developers to log RAG application outputs to the Tonic Validate platform for automated evaluation using LLM-assisted metrics, visualization, and

Opik is an open-source platform for comprehensive observability, evaluation, and optimization of LLM applications, offering tracing, testing, monitoring, and automated prompt/agent optimization from d

Auditi is an open-source platform for evaluating and improving LLM applications through automated LLM-as-a-judge evaluation, human annotation workflows, and advanced analytics. 原文翻译： Auditi是一个开源平台，通过自

Langfuse is an open-source observability and analytics platform designed for LLM-powered applications, offering comprehensive monitoring, analysis, and debugging capabilities with extensive framework

RAG-Anything is a unified framework that enables comprehensive knowledge retrieval across all modalities (text, images, tables, math), addressing the limitations of current text-only RAG systems by tr

Antfly is a distributed search engine that combines full-text search, vector similarity, and graph traversal over multimodal data (text, images, audio, video) with built-in RAG agents for retrieval-au

RAG-Anything is an open-source framework developed by HKU researchers that enables unified multimodal retrieval-augmented generation, allowing AI systems to understand and retrieve knowledge from text

本文提出了一种超越传统文档检索的RAG框架，将其演化为动态优化引擎。该框架通过动态检索和组合多种上下文（如定制指令、少样本示例），并基于交互反馈实时优化检索策略，优先选择高效用内容。系统形成闭环学习，能自动纠正错误、强化成功输出，使LLM无需重新训练即可持续改进，实现从静态检索到实时自适应优化的转变。

LLMII is an open-source tool that uses local AI models to automatically generate captions and keywords for images, embedding this metadata directly into image files for enhanced searchability and orga