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modelscope /ms-swift

Star12.7k

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3, Qwen3-MoE, DeepSeek-R1, GLM4.5, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Llava, Phi4, ...) (AAAI 2025).

moe llama lora embedding liger peft multimodal reranker sft megatron llm internvl deepseek-r1 grpo open-r1 qwen3 llama4 qwen3-vl qwen3-next qwen3-omni

UpdatedFeb 20, 2026
Python

SylphAI-Inc /AdalFlow

Star4k

AdalFlow: The library to build & auto-optimize LLM applications.

python nlp agent machine-learning information-retrieval framework ai chatbot optimizer question-answering summarization trainer bm25 retriever faiss reranker rag llm generative-ai auto-prompting

UpdatedFeb 10, 2026
Python

Anush008 /fastembed-rs

Sponsor

Star764

Rust library for vector embeddings and reranking.

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

UpdatedFeb 19, 2026
Rust

jina-ai /mlx-retrieval

Star173

Train embedding and reranker models for retrieval tasks on Apple Silicon with MLX

embeddings mlx reranker apple-silicon mteb

UpdatedSep 18, 2025
Python

tanaos /artifex

Star88

Small Language Model Inference, Fine-Tuning and Observability. No GPU, no labeled data needed.

sentiment-analysis text-classification named-entity-recognition emotion-detection intent-classification reranker text-anonymization pre-trained-models ai-observability llm-inference local-ai llm-finetuning task-specific-model small-language-models self-hosted-ai guardrail-models

UpdatedFeb 3, 2026
Python

jingtaozhan /disentangled-retriever

Star60

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

milvus-io /milvus-model

Star59

A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.

nlp ai embedding reranker rag

UpdatedMar 31, 2025
Python

rbiswasfc /eedi-mining-misconceptions

Star54

1st Place Solution for Eedi - Mining Misconceptions in Mathematics Kaggle Competition

nlp retriever reranker llm qwen2-5

UpdatedDec 27, 2024
Python

mickymultani /RAG-with-Cross-Encoder-Reranker

Star50

Testing speed and accuracy of RAG with, and without Cross Encoder Reranker.

encoder zephyr reranker rag huggingface huggingface-transformers cross-encoder llm llmops llm-inference

UpdatedJan 12, 2024
Jupyter Notebook

lzjever /lexilux

Star41

Unified LLM API client library for Python. Simple API for Chat, Embedding, Rerank, and Tokenizer. OpenAI-compatible with streaming support and unified usage tracking.

python streaming tokenizer api-client semantic-search chat-api embedding reranker document-ranking function-api openai-api llm rerank openai-compatible

UpdatedFeb 13, 2026
Python

langsearch-ai /langsearch

Star21

Free Web Search API, Free Rerank API, The World Engine For AGI.

websearch reranker searchapi rerankapi

UpdatedJan 4, 2025

hcd233 /Aris-AI-Model-Server

Star18

An OpenAI Compatible API which integrates LLM, Embedding and Reranker. 一个集成 LLM、Embedding 和 Reranker 的 OpenAI 兼容 API

ai embedding mlx reranker rag fastapi sentence-transformers awq llm vllm gptq openai-compatible-api

UpdatedAug 21, 2025
Python

Maverick0351a /neuralcache

Star12

NeuralCache is a drop-in reranker for Retrieval-Augmented Generation (RAG) that learns which context the model actually uses.

openai reranker rag vector-database langchain

UpdatedFeb 2, 2026
Python

DataScienceUIBK /llm-reranking-generalization-study

Star12

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

retrieval leaderboard dataset reranking reranker llm

UpdatedAug 28, 2025

mkhludnev /langchain-localai

Star11

Langchain integration package with LocalAI. It provides embeddings and reranker support

embeddings reranking reranker llm langchain localai rerank

UpdatedDec 13, 2025
Python

EliasPereirah /SearchAugmentedLLM

Star9

SearchAugmentedLLM empowers LLMs with information from the web

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

UpdatedFeb 26, 2025
PHP

metehan777 /google-rerank-tool

Star8

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

nlp semantic google seo seo-optimization bert reranking reranker

UpdatedDec 8, 2024
Python

acelee0621 /MemeMind

Star7

FastAPI Local RAG Q&A Demo

sqlalchemy postgresql embedding reranker rag fastapi taskiq langchain-python

UpdatedJun 23, 2025
Python

pashpashpash /python-rag-scaffold

Star6

A comprehensive RAG FastAPI service that handles document uploads and retrievals, built with Python. Uses PyMuPDF for document processing, turbopuffer for vector storage, OpenAI for models, and cohere for reranking.

python template boilerplate vector embeddings openai cosine-similarity observability cohere reranker uvicorn rag fastapi vector-database vector-embeddings cohere-ai retrieval-augmented-generation rerank turbopuffer vault-ai

UpdatedSep 23, 2024
Python

zongzi531 /modular-rag

Star5

This is RAG Modules Repo. This includes various modules in the RAG ecosystem.

evaluation embeddings index reranker rag modular-rag

UpdatedAug 28, 2024
Python

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