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Top 3 Python document-understanding Projects
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ragflow
RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
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Project mention: Better RAG Results with Reciprocal Rank Fusion and Hybrid Search | news.ycombinator.com | 2024-05-30Within our open source RAG product RAGFlow(https://github.com/infiniflow/ragflow), Elasticsearch is currently used instead of other general vector databases, because it can provide hybrid search right now. Under the default cases, embedding based reranker is not required, just RRF is enough, while even if reranker is used, keywords based retrieval is also a MUST to be hybridized with embedding based retrieval, that's just what RAGFlow's latest 0.7 release has provided.
On the other hand let me introduce another database we developed, Infinity(https://github.com/infiniflow/infinity), which can provide the fastest hybrid search, you can see the performance here(https://github.com/infiniflow/infinity/blob/main/docs/refere...), both vector search and full-text search could perform much faster than other open source alternatives.
From the next version(weeks later), Infinity will also provide more comprehensive hybrid search capabilities, what you have mentioned the 3-way recalls(dense vector, sparse vector, keyword search) could be provided within single request.
Project mention: Show HN: Beyond text splitting – improved file parsing for LLM's | news.ycombinator.com | 2024-04-07https://github.com/deepdoctection/deepdoctection
Have you tried this ?
Week 5: 👓Optical Character Recognition (OCR) & 🔑Keyword Search
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python document-understanding related posts
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Better RAG Results with Reciprocal Rank Fusion and Hybrid Search
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Integrated Rerankers, implemented RAPTOR, RAGFlow 0.7 released
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Ask HN: RAG and unstructured data from several docs
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DeepSeek-V2 integrated, RAGFlow v0.5.0 is released
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RAGFlow is an open-source RAG engine based on deep document understanding
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Large-Scale Self-Supervised Pre-Training Across Tasks, Languages, and Modalities
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WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing achieves SOTA performance on the SUPERB benchmark
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A note from our sponsor - SaaSHub
www.saashub.com | 3 Jun 2024
Index
What are some of the best open-source document-understanding projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | ragflow | 8,245 |
| 2 | deepdoctection | 2,268 |
| 3 | pytesseract-ocr-plugin | 9 |
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