Projects in Awesome Lists tagged with reranking

https://github.com/tencent/weknora

LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.

agent agentic ai chatbot chatbots embeddings evaluation generative-ai golang knowledge-base llm multi-tenant multimodel ollama openai question-answering rag reranking semantic-search vector-search

Last synced: 15 Apr 2026

https://github.com/embeddings-benchmark/mteb

MTEB: Massive Text Embedding Benchmark

benchmark bitext-mining clustering information-retrieval low-resource-nlp mteb multilingual-nlp multimodal neural-search reranking retrieval sbert semantic-search sentence-transformers sts text-classification text-embedding

Last synced: 19 Apr 2026

https://github.com/superlinear-ai/raglite

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

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

Last synced: 14 May 2025

https://github.com/prithivirajdamodaran/flashrank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

cross-encoder full-text-search hybrid-search lexical-search rag ranking reranking retrieval-augmented-generation semantic-search vector-database vector-search

Last synced: 14 May 2025

https://github.com/anush008/fastembed-rs

Rust library for vector embeddings and reranking. Inspired by qdrant/fastembed.

embeddings fastembed rag reranker reranking retrieval retrieval-augmented-generation vector-search

Last synced: 19 Feb 2026

https://github.com/PrithivirajDamodaran/FlashRank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

cross-encoder full-text-search hybrid-search lexical-search rag ranking reranking retrieval-augmented-generation semantic-search vector-database vector-search

Last synced: 08 May 2025

https://github.com/sunnweiwei/RankGPT

Is ChatGPT Good at Search? LLMs as Re-Ranking Agent [EMNLP 2023 Outstanding Paper Award]

chatgpt information-retrieval large-language-models reranking

Last synced: 08 May 2025

https://github.com/snexus/llm-search

Querying local documents, powered by LLM

chatbot chroma hyde langchain-python large-language-models llm openai-chatgpt rag reranking retrieval-augmented-generation splade streamlit

Last synced: 14 May 2025

https://github.com/sunnweiwei/rankgpt

Is ChatGPT Good at Search? LLMs as Re-Ranking Agent [EMNLP 2023 Outstanding Paper Award]

chatgpt information-retrieval large-language-models reranking

Last synced: 21 Apr 2025

https://github.com/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.

agent ai chatgpt information-retrieval llm nlp question-answering rag ranked-retrieval reranking retrieval retrival-augmented-generation

Last synced: 15 Oct 2025

https://github.com/Anush008/fastembed-rs

Rust library for generating vector embeddings, reranking locally

embeddings fastembed rag reranker reranking retrieval retrieval-augmented-generation vector-search

Last synced: 01 May 2025

https://github.com/wassim249/yt-navigator

YT Navigator: AI-powered YouTube content explorer that lets you search and chat with channel videos using AI agents. Extract insights from hours of content in seconds with semantic search and precise timestamps.

agentic-ai agentic-rag ai django langchain langgraph llm python rag reranking youtube youtube-bot

Last synced: 19 Oct 2025

https://github.com/opensolon/solon-ai

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.

ai chat deepseek embedding function-call java llm mcp-client mcp-server modelcontextprotocol openai rag reranking skills tool-call

Last synced: 26 Apr 2026

https://github.com/wassim249/YT-Navigator

YT Navigator: AI-powered YouTube content explorer that lets you search and chat with channel videos using AI agents. Extract insights from hours of content in seconds with semantic search and precise timestamps.

agentic-ai agentic-rag ai django langchain langgraph llm python rag reranking youtube youtube-bot

Last synced: 01 Apr 2025

https://github.com/wzdavid/ThinkRAG

A LLM RAG system runs on your laptop. 大模型检索增强生成系统，可以轻松部署在笔记本电脑上，实现本地知识库智能问答。

baai chatbot chromadb deepseek elasticsearch embedding hybrid-search knowledgebase lancedb langchain laptop llamaindex moonshot ollama openai rag reranking retrieval-augmented-generation streamlit zhipuai

Last synced: 05 Oct 2025

https://github.com/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.

agent ai chatgpt information-retrieval llm nlp question-answering rag ranked-retrieval reranking retrieval retrival-augmented-generation

Last synced: 29 Mar 2025

https://github.com/mgonzs13/llama_ros

llama.cpp (GGUF LLMs) and llava.cpp (GGUF VLMs) for ROS 2

cpp embeddings ggml gguf gpt langchain llama llamacpp llava llavacpp llm rerank reranking ros2 vlm

Last synced: 04 Apr 2025

https://github.com/ducha-aiki/manifold-diffusion

Diffusion on manifolds for image retrieval

diffusion image-retrieval manifold python reranking

Last synced: 28 Jun 2025

https://github.com/willard-yuan/SoTu

Bag of Visual Feature with Hamming Enbedding, Reranking

bovw geometry-verification hamming-embedding reranking

Last synced: 20 Mar 2025

https://github.com/devsinghsachan/unsupervised-passage-reranking

Code, datasets, and checkpoints for the paper "Improving Passage Retrieval with Zero-Shot Question Generation (EMNLP 2022)"

information-retrieval language-model open-domain reranking

Last synced: 21 Aug 2025

https://github.com/tensorlakeai/rerank-ts

rerank library for easy reranking of results

rerank reranking typescript-library

Last synced: 01 Mar 2026

https://github.com/ukplab/useb

Heterogenous, Task- and Domain-Specific Benchmark for Unsupervised Sentence Embeddings used in the TSDAE paper: https://arxiv.org/abs/2104.06979.

benchmark domain-adaptation information-retrieval nlp paraphrase-identification pytorch reranking sbert sentence-embeddings transformer unsupervised-learning

Last synced: 09 Aug 2025

https://github.com/jiesutd/rerankner

Neural Reranking for Named Entity Recognition, accepted as regular paper at RANLP 2017

ner neural-network reranking

Last synced: 19 Apr 2025

https://github.com/mehdidc/clip_rerank

Simple script to re-rank images using OpenAI's CLIP https://github.com/openai/CLIP.

clip generative-model image-embedding reranking text-embedding text-encoding

Last synced: 14 Oct 2025

https://github.com/dcarpintero/wikisearch

Multilingual Semantic Search with Reranking on a prepared large vectorized dataset comprising 10 million Wikipedia documents. It supports dense retrieval, keyword search, and hybrid search.

cohere cohere-rerank dense-retrieval embedding-vectors generative-ai large-language-models python reranking semantic-search streamlit weaviate wikipedia

Last synced: 06 Oct 2025

https://github.com/astrabert/pokemon-bot

Discord bot that knows a lot about Pokemons :)

cohere-ai discord-bot hybrid-search image-search llm pokemon postgresql python qdrant rag reranking

Last synced: 15 Mar 2025

https://github.com/eliaspereirah/searchaugmentedllm

SearchAugmentedLLM empowers LLMs with information from the web

google-search-api grounding-llms llm rag rerank reranker reranking retrieval-augmented-generation

Last synced: 18 Mar 2025

https://github.com/datascienceuibk/llm-reranking-generalization-study

How Good are LLM-based Rerankers? Accepted at EMNLP Findings 2025

dataset leaderboard llm reranker reranking retrieval

Last synced: 07 Mar 2026

https://github.com/koldim2001/rag_llm

Чат-бот с LLL + RAG

chatbot docker-compose llm llm-inference milvus multimodal qwen2-5 reranking retrieval-augmented-generation streamlit text-embedding

Last synced: 05 Mar 2026

https://github.com/bhavnicksm/pokemon-card-explorer

Who's that Pokemon (card)? Search over more than 10K Pokemon cards to find out the coolest one yet! ✨

cohere openai openai-api pinecone pokemon python3 reranking retrieval similarity-search streamlit vectordb

Last synced: 06 Oct 2025

https://github.com/kbeaugrand/semantickernel.rankers

A robust C# library for reranking search results using Semantic Kernel

ai bm25 gpt llm reranking semantickernel

Last synced: 10 Oct 2025

https://github.com/rupeshtr78/chroma-db-rag

Chroma DB vector database, with embedding and reranker models to implement a Retrieval Augmented Generation (RAG) system.

chromadb embeddings golang huggingface-models huggingface-transformers ollama rag re-ranking reranking text-embeddings-inference vector-database

Last synced: 05 Oct 2025

https://github.com/lh0x00/lightweight-embeddings

LightweightEmbeddings is a fast, free, and unlimited API service for multilingual embeddings and reranking, with support for both text and images and guaranteed uptime.

autogen embeddings huggingface image-embeddings langchain llama-index multilingual rag reranking sentence-transformers text-embeddings vector

Last synced: 11 Jun 2025

https://github.com/gulabpatel/llms

Alpaca, Bloom, DeciLM, Falcon, Vicuna, Llama2, Zephyr, Mistral(MoE), RAG, Reranking, Langchain, Langsmith..

alpaca bloom dolly2 dollyv2 dspy langchain llama2 mixtral rag reranking stablevicuna vicuna

Last synced: 13 May 2025

https://github.com/amienbou121/crawl4ai-mcp-server

🕷️ Enable AI agents to scrape and crawl the web effortlessly with this lightweight Model Context Protocol server, integrating seamlessly into your workflows.

agentic-ai agentic-rag agentic-workflow ai-agents claude-code crawl4ai crawling firecrawl-alternative keyword-search mcp model-context-protocol-servers openai-agents-sdk pydantic-ai reranking semantic-search uvx web-crawling web-scraping

Last synced: 02 May 2026

https://github.com/evalops/congress-bill-search

High-quality congressional bill search with hybrid BM25+vector similarity using DuckDB, TEI embeddings, and GovInfo API. Local deployment with Docker.

bm25 congressional-bills docker duckdb embeddings govinfo-api hybrid-search reranking search-engine tei text-search vector-search

Last synced: 07 Oct 2025

https://github.com/apsinghanalytics/finragify_app

An LLM app leveraging RAG with LangChain and GPT-4 mini to analyze earnings call transcripts, assess company performance, using natural language queries (NLP), FAISS (vector database), and Hugging Face re-ranking models.

aws-ec2 cloud-application docker-container earnings-transcripts faiss-vector-database finance fine-tuning gpt-4o-mini huggingface-models langchain-python large-language-model natural-language-processing pretrained-language-model prompt-engineering question-answering-system reranking retrieval-augmented-generation stocks vector-embeddings

Last synced: 19 Jan 2026

https://github.com/osamhack2020/app_sum_cometoosam

Smart Untact Meeting / 전문가추천시스템 APP

android association-matrix big-data firebase-auth firebase-cloud-messaging firebase-functions firebase-realtime-database firebase-storage git glide java javascript nodejs nosql photoview reranking retrofit social-network-analysis social-relations topic-sensitive

Last synced: 11 Apr 2026

https://github.com/analyticsinmotion/symrank

🐍📦 High-performance cosine similarity ranking for Retrieval-Augmented Generation (RAG) pipelines.

Last synced: 14 Jun 2025

https://github.com/moabualruz/rice-search

A fully local, production-ready code search platform with hybrid BM25 + semantic search. Self-hosted hybrid search for code with ricegrep CLI support.

ast-parsing code-search developer-tools documentation-search embeddings full-text-search hybrid-search knowledge-base llm local-first offline-first privacy-focused rag reranking search-engine self-hosted semantic-search vector-search

Last synced: 21 Feb 2026

https://github.com/reasonkit/reasonkit-mem

High-performance vector database & RAG memory layer - hybrid search, embeddings, RAPTOR trees, BM25 fusion for AI systems.

ai-memory bm25 developer-tools embedding embeddings hnsw hybrid-search information-retrieval knowledge-base llm long-term-memory qdrant rag raptor reranking retrieval rust semantic-search tantivy vector-database

Last synced: 11 Jan 2026

https://github.com/cerno-ai/cerno-insight

High-performance RAG system for intelligent document Q&A with hybrid retrieval, GPU acceleration, and citation-backed answers. Upload docs, ask questions, get precise responses.

artificial-intelligence bm25 docker document-processing embeddings faiss fastapi llms local-first machine-learning natural-language-processing nextjs openai python rag rag-pipeline reranking retreival-augmented-generation semantic-search typescript

Last synced: 08 Nov 2025

https://github.com/metehan777/google-rerank-tool

A Python cli-command tool for creating reports for any Google query.

bert google nlp reranker reranking semantic seo seo-optimization

Last synced: 01 Oct 2025

https://github.com/clouatre-labs/rag-reranking-benchmarks

Supplementary benchmarks for Making Legacy Knowledge Searchable with RAG

benchmarks flashrank information-retrieval nlp rag reranking retrieval-augmented-generation

Last synced: 16 Mar 2026

https://github.com/izikeros/rankflow

Library for plotting multiple ranks evolved over processing steps - draw a rankflow/bump chart

bump-chart bump-plot bumpchart plotting rag rag-visualization rank rankflow reranking visualization

Last synced: 14 Feb 2026

https://github.com/n24q02m/qwen3-embed

Lightweight ONNX inference for Qwen3 embedding and reranking models

embeddings machine-learning onnx onnx-runtime open-source python qwen3 reranking semantic-search text-embedding

Last synced: 01 Apr 2026

https://github.com/colesmcintosh/cerebras-openrouter-hackathon-rag-system

An advanced RAG (Retrieval-Augmented Generation) system that provides intelligent access to Cerebras inference documentation with citations, conversation memory, and multiple interfaces.

cerebras qwen3 rag reranking

Last synced: 28 Apr 2026

https://github.com/v-ade-r/chatbot-based-on-contextual-rag-full-opensource

Chatbot based on Contextual RAG with Hybrid Search and Reranking with short conversation history awareness, fully OpenSource.

chatbot contextual-retrieval fastapi hybrid-search llm ollama rag reranking

Last synced: 29 Apr 2026

https://github.com/ashwantmanikoth/IntellilSearch

This is a AI powered crawler that can search the web for information based on your input.

crawler deepseek groq-api hybrid-search llama llm pydantic python rag reranking retrieval-augmented-generation

Last synced: 25 Oct 2025

https://github.com/JhaAyush01/Reranking-in-RAG

Reranking from scratch using sentence-transformer, BM25, Cohere and Cross-Encoders !!!

bm25 cohere cross crossencoder flashrerank nlp rag reranking sentence-transformers

Last synced: 27 Apr 2026

https://github.com/ashebbar-dev/ojas_eb

Multi-path RAG agent designed to provide support to dementia caregivers.

agent chatbot cohere dementia-care flask langchain llm pgvector python rag reranking retrieval-augmented-generation supabase voyage-ai

Last synced: 15 Apr 2026

https://github.com/ashwantmanikoth/intellilsearch

This is a AI powered crawler that can search the web for information based on your input.

crawler deepseek groq-api hybrid-search llama llm pydantic python rag reranking retrieval-augmented-generation

Last synced: 15 Apr 2026

https://github.com/bjornmelin/qdrant-neo4j-crawl4ai-mcp

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kubernetes deployment. AI/ML engineering powerhouse.

agentic-rag ai crawl4ai fastmcp graph-database hybrid-search keyword-search kubernetes mcp mcp-server neo4j pydantic-ai pydantic-v2 qdrant reranking semantic-search vector-database vector-embeddings

Last synced: 13 Apr 2026

https://github.com/adityasreevatsak/rag-foundry

A collection of projects and components for forging practical Retrieval-Augmented Generation (RAG) pipelines.

huggingface langchain llamaindex ollama reranking retrieval-augmented-generation

Last synced: 02 May 2026

https://github.com/sosanzma/rag-techniques-handbook

A comprehensive guide to advanced RAG techniques including reranking, deep memory, and vector store optimization. Includes practical implementations and best practices using LlamaIndex, Langchain, etc..

deep-memory llama-index machine-learning optimization rag reranking vector-store

Last synced: 20 May 2026

https://github.com/jhaayush2004/fixing-lost-in-the-middle-phenomenon

The phenomenon refers to the degradation of model performance on tokens in the middle of long sequences, where the model tends to focus more on the beginning and end tokens, losing context in the middle.

chromadb compression filtering rag reranking

Last synced: 25 Jun 2025

https://github.com/ksm26/prompt-compression-and-query-optimization

Enhance the performance and cost-efficiency of large-scale Retrieval Augmented Generation (RAG) applications. Learn to integrate vector search with traditional database operations and apply techniques like prefiltering, postfiltering, projection, and prompt compression.

cost-efficiency data-retrieval data-retrieval-and-display data-security database-operations developer-advocacy large-scale-applications mongodb performance-optimization postfiltering prefiltering projection prompt-compression query-optimization query-processing rag-applications reranking search-relevance vector-search vector-search-engine