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ARES
Automatic RAG Evaluation System - a framework for assessing RAG system quality through automated evaluation of retrieval relevance and generation accuracy without human labels.
LlamaParse
Advanced document parsing service from LlamaIndex for extracting structured data from PDFs, PowerPoints, and Word documents. Uses LLMs to understand document structure and maintain layout information.
RAGAS
Retrieval Augmented Generation Assessment framework for reference-free evaluation of RAG pipelines. RAGAS provides automated metrics for retrieval quality, context relevance, and generation faithfulness.
TruLens
An evaluation framework for LLM applications including RAG systems, providing observability, debugging, and guardrails. TruLens tracks retrieval quality, LLM performance, and hallucinations with detailed tracing.
Unstructured
Open-source library for preprocessing unstructured documents (PDFs, Word, HTML, images) for RAG and LLM applications. Handles extraction, chunking, and cleaning of diverse document types.
