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colbert

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beir

beir-cellar /beir

A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.

nlp elasticsearch benchmark information-retrieval deep-learning retrieval pytorch dataset bert dpr passage-retrieval question-generation rag sentence-transformers sbert zero-shot-retrieval colbert retrieval-models llm

UpdatedFeb 25, 2025
Python

fastRAG

IntelLabs /fastRAG

Efficient Retrieval Augmentation and Generation Framework

nlp benchmark information-retrieval transformers knowledge-graph question-answering summarization multi-modal semantic-search diffusion sentence-transformers colbert llm generative-ai

UpdatedJan 9, 2025
Python

superlinear-ai /raglite

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with PostgreSQL or SQLite

markdown pdf postgres sqlite postgresql reranking reranker rag tsvector vector-search colbert hybrid-search llm pgvector chainlit retrieval-augmented-generation evals late-interaction late-chunking query-adapter

UpdatedMar 17, 2025
Python

AnswerDotAI /byaldi

Use late-interaction multi-modal models such as ColPali in just a few lines of code.

nlp retrieval multi-modal reranking rag colbert colpali

UpdatedJan 28, 2025
Python

raphaelsty /neural-cherche

Neural Search

google transformers stanford language-model semantic-search neural-search colbert splade sparseembed

UpdatedMar 11, 2025
Python

lightonai /pylate

Late Interaction Models Training & Retrieval

information-retrieval language-model rag colbert

UpdatedMar 19, 2025
Python

Moradnejad /ColBERT-Using-BERT-Sentence-Embedding-for-Humor-Detection

ColBERT humor dataset for the task of humor detection, containing 200,000 jokes/news

paper model humor dataset bert humor-detection sentence-embeddings bert-embeddings colbert

UpdatedOct 2, 2024
Jupyter Notebook

jingtaozhan /disentangled-retriever

An easy-to-use python toolkit for flexibly adapting various neural ranking models to target domain.

reranker neural-ranking colbert domain-adaption dense-retrieval splade unicoil

UpdatedMay 17, 2023
Python

DeployQL /LintDB

Vector Database with support for late interaction and token level embeddings.

rag vector-search vector-database colbert

UpdatedSep 30, 2024
C++

raphaelsty /neural-tree

Tree-based indexes for neural-search

tree semantic-search neural-search sentence-transformers colbert

UpdatedMar 4, 2024
Python

thakur-nandan /beir-ColBERT

Evaluation of BEIR Datasets using ColBERT retrieval model

benchmark retrieval evaluation colbert beir

UpdatedMar 4, 2022
Python

JuliaGenAI /ColBERT.jl

Efficient late-interaction retrieval systems in Julia!

machine-learning information-retrieval rag colbert llms gen-ai

UpdatedMar 19, 2025
Julia

DeployQL /awesome-multi-vector

A list of multi-vector retrieval resources

information-retrieval awesome-list rag vector-search colbert

UpdatedMay 29, 2024

ricardo-larosa /colbert-rag

Index GitHub repositories to ColBERT models and serve them with GRPC or FastAPI

git machine-learning grpc artificial-intelligence rag fastapi colbert llms langchain

UpdatedAug 15, 2024
Python

colbertdb /colbertdb

Open source ColBERT based document database

database documentdb bert colbert-ai vector-database colbert

UpdatedJun 6, 2024
Python

Vergosss /Information_Retrieval_2023-2024_Project

This is the Information Retrieval 2023-2024 fall semester CEID course project.

information-retrieval numpy os pandas scipy matplotlib re colbert vectorspacemodel

UpdatedOct 29, 2024
Python

BishmoyPaul /arxiv-CS-RAG

Code for ArXiv CS RAG Huggingface Space: Generate scientific paper abstract embeddings using ColBERTv2 and ask questions

llama arxiv huggingface arxiv-papers colbert retrieval-augmented-generation ragatouille

UpdatedAug 15, 2024
Jupyter Notebook

yuniko-software /bge-m3-qdrant-sample

A demonstration of hybrid search with reranking using Qdrant and BGE-M3 model. A showcase of dense and sparse retrieval combined with ColBERT reranking for optimal search results

sparse-vectors semantic-search rag dense-vectors vector-search vector-database colbert hybrid-search qdrant retrieval-augmented-generation bge-m3

UpdatedMar 17, 2025
Jupyter Notebook

miltiadiss /CEID_NE5597-Information-Retrieval

This project involves creating an inverted index for a text collection, implementing a Vector Space Model (VSM) with custom weighting methods, applying the pre-trained colBERT model for semantic query handling, and comparing the performance of the developed models using two evaluation metrics implemented from scratch.

metrics indexer vector-space-model inverted-index colbert

UpdatedSep 17, 2024
Jupyter Notebook

vaishnavir15 /Moodify

This app is a personalized music recommendation system that uses a Retrieval-Augmented Generation (RAG) framework, leveraging Spotify's API, LangChain, ChromaDB, and ColBERT embeddings to create playlists based on user mood and preferences.

spotify-api colbert llm langchain chromadb retrieval-augmented-generation

UpdatedAug 26, 2024
Python

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