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Title: GitHub - DataScienceUIBK/Rankify: 🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniques, 24+ state-of-the-art Reranking models, and multiple RAG methods.

Open Graph Title: GitHub - DataScienceUIBK/Rankify: 🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniques, 24+ state-of-the-art Reranking models, and multiple RAG methods.

X Title: GitHub - DataScienceUIBK/Rankify: 🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniques, 24+ state-of-the-art Reranking models, and multiple RAG methods.

Description: 🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniques, 24+ state-of-the-art Reranking models, and multiple RAG methods. - DataScienceUIBK/Rankify

Open Graph Description: 🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techn...

X Description: 🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techn...

Opengraph URL: https://github.com/DataScienceUIBK/Rankify

X: @github

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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify/blob/main/images/rankify-crop.png
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-rankify-a-comprehensive-python-toolkit-for-retrieval-re-ranking-and-retrieval-augmented-generation-
https://arxiv.org/abs/2502.02464
https://huggingface.co/datasets/abdoelsayed/reranking-datasets
https://huggingface.co/datasets/abdoelsayed/reranking-datasets-light
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify
https://opensource.org/license/apache-2-0
https://pepy.tech/projects/rankify
https://github.com/DataScienceUIBK/rankify/releases
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify
https://gitcode.com/abdoelsayed2016/Rankify
https://colab.research.google.com/drive/1QukxP1WZHkPfD4321UcLXD24sKCpuUuP?usp=sharing
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-demo
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RankifyAgenthttps://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-rankifyagent---ai-powered-model-selection
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@aherzingerhttps://github.com/aherzinger
@baraayusryhttps://github.com/baraayusry
reranking-datasetshttps://huggingface.co/datasets/abdoelsayed/reranking-datasets
reranking-datasets-lighthttps://huggingface.co/datasets/abdoelsayed/reranking-datasets-light
paperhttps://arxiv.org/abs/2502.02464
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-installation
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#set-up-the-virtual-environment
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#install-pytorch-251
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#basic-installation
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Pipeline API Documentationhttps://rankify.readthedocs.io/en/latest/tutorials/pipeline/
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-rankifyagent---ai-powered-model-selection
RankifyAgent Documentationhttps://rankify.readthedocs.io/en/latest/tutorials/agent/
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-rankify-server---deploy-as-rest-api
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-integrations---use-with-your-stack
Integrations Documentationhttps://rankify.readthedocs.io/en/latest/tutorials/pipeline/integrations/
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-web-playground---interactive-ui
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#1️⃣-traditional-workflow-for-advanced-users
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#pre-retrieved-datasets
Hugging Face Dataset Repositoryhttps://huggingface.co/datasets/abdoelsayed/reranking-datasets-light
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-indexing-via-cli
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#bm25
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#dpr-singleencoder-by-default
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#ance
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#colbert
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#bge
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#2️⃣-running-retrieval
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#3️⃣-running-reranking
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#-beir--trec-dl19dl20-with-bm25
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#batch-over-beir--dl-datasets
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https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#1️⃣-retrievers
BM25https://dl.acm.org/doi/10.1561/1500000019
DPRhttps://arxiv.org/abs/2004.04906
ColBERThttps://arxiv.org/abs/2004.12832
ANCEhttps://arxiv.org/abs/2007.00808
BGEhttps://arxiv.org/abs/2402.03216
Contrieverhttps://arxiv.org/abs/2112.09118
BPRhttps://arxiv.org/abs/2106.00882
HYDEhttps://arxiv.org/abs/2212.10496
https://patch-diff.githubusercontent.com/DataScienceUIBK/Rankify#2️⃣-rerankers
Cross-Encodershttps://huggingface.co/cross-encoder
RankGPThttps://arxiv.org/abs/2304.09542
RankGPT-APIhttps://arxiv.org/abs/2304.09542
MonoT5https://arxiv.org/abs/2003.06713
MonoBerthttps://arxiv.org/abs/1910.14424
RankT5https://arxiv.org/abs/2210.10634
ListT5https://arxiv.org/abs/2402.15838
LiT5Scorehttps://arxiv.org/abs/2312.16098
LiT5Disthttps://arxiv.org/abs/2312.16098
Vicuna Rerankerhttps://arxiv.org/abs/2309.15088
Zephyr Rerankerhttps://arxiv.org/abs/2312.02724
Sentence Transformer-basedhttps://huggingface.co/sentence-transformers
FlashRank Modelshttps://github.com/PrithivirajDamodaran/FlashRank
ColBERT Rerankerhttps://arxiv.org/abs/2004.12832
Splade Rerankerhttps://dl.acm.org/doi/10.1145/3477495.3531857
UPR Rerankerhttps://arxiv.org/abs/2204.07496
Inranker Rerankerhttps://arxiv.org/abs/2401.06910
FIRST Rerankerhttps://arxiv.org/abs/2411.05508
Blender Rerankerhttps://arxiv.org/abs/2306.02561
LLM2VEC Rerankerhttps://arxiv.org/abs/2404.05961
ECHO Rerankerhttps://arxiv.org/abs/2402.10866
Incontext Rerankerhttps://arxiv.org/abs/2410.02642
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