How does reranking improve search results?

Reranking uses cross-encoder models to re-score initial search results, ensuring the most relevant documents are prioritized for the AI's context window.

What entity types can the NER models identify?

The integrated models typically identify People (PER), Organizations (ORG), Locations (LOC), and Miscellaneous (MISC) entities.

Does this skill support non-English text processing?

Yes, it supports NER for multiple languages (including French via Camembert) and OCR for over 100 languages depending on the backend selected.

Which OCR engine is best for accuracy in this skill?

Surya is the recommended backend for general-purpose OCR, offering very high accuracy and support for over 90 languages.

ML & NLP Processing

Name: ML & NLP Processing
Author: llama-farm

byllama-farm

0•

データサイエンスとML

Powers high-accuracy OCR, named entity recognition, and search reranking for document processing and RAG optimization.

The ML NLP skill equips Claude Code with a suite of sophisticated natural language processing tools via the LlamaFarm ecosystem. It provides specialized capabilities for extracting text from images and documents using multiple OCR backends, identifying key entities like people and organizations within text, and implementing cross-encoder reranking to significantly boost the precision of search results in RAG pipelines. This skill is essential for developers building document analysis tools, automated data extraction workflows, or high-performance AI retrieval systems.

主な機能

010 GitHub stars

02Named Entity Recognition (NER) for identifying people, places, and organizations

03Flexible backend selection based on speed and accuracy requirements

04Multilingual OCR with support for Surya, EasyOCR, and PaddleOCR backends

05Support for 90+ languages in document and text processing

06Search result reranking to improve RAG retrieval precision and relevance

ユースケース

01Digitizing physical documents and extracting structured data from image files

02Automating the identification of sensitive or key entities in large text datasets

03Enhancing AI search systems by reranking retrieved documents for better context

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add llama-farm/claude-code-marketplace ml-nlp

For use in Claude.ai and ChatGPT

Download Skill