Comprehensive large corpus handling Tools for Every Need

Get access to large corpus handling solutions that address multiple requirements. One-stop resources for streamlined workflows.

large corpus handling

  • RecurSearch is a Python toolkit providing recursive semantic search to refine queries and enhance RAG pipelines.
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    What is RecurSearch?
    RecurSearch is an open-source Python library designed to improve Retrieval-Augmented Generation (RAG) and AI agent workflows by enabling recursive semantic search. Users define a search pipeline that embeds queries and documents into vector spaces, then iteratively refines queries based on prior results, applies metadata or keyword filters, and summarizes or aggregates findings. This step-by-step refinement yields higher precision, reduces API calls, and helps agents surface deeply nested or context-specific information from large corpora.
  • An open-source retrieval-augmented fine-tuning framework that boosts text, image, and video model performance with scalable retrieval.
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    What is Trinity-RFT?
    Trinity-RFT (Retrieval Fine-Tuning) is a unified open-source framework designed to enhance model accuracy and efficiency by combining retrieval and fine-tuning workflows. Users can prepare a corpus, build a retrieval index, and plug the retrieved context directly into training loops. It supports multi-modal retrieval for text, images, and video, integrates with popular vector stores, and offers evaluation metrics and deployment scripts for rapid prototyping and production deployment.
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