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deepset-ai / haystack

Star 24.5k

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

python nlp agent machine-learning information-retrieval ai transformers orchestration pytorch gemini question-answering summarization agents semantic-search rag gpt-4 large-language-models llm generative-ai retrieval-augmented-generation

Updated Mar 17, 2026
MDX

SylphAI-Inc / AdalFlow

Star 4.1k

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

Updated Mar 15, 2026
Python

miso-belica / sumy

Sponsor

Star 3.7k

Module for automatic summarization of text documents and HTML pages.

python nlp pagerank-algorithm text-extraction reduction summarization html-page summary lsa sumy textteaser summarizer html-extraction html-extractor

Updated Feb 14, 2026
Python

allenai / RL4LMs

Star 2.4k

A modular RL library to fine-tune language models to human preferences

nlp natural-language-processing reinforcement-learning machine-translation text-generation language-modeling summarization dialogue-generation table-to-text

Updated Mar 1, 2024
Python

DerwenAI / pytextrank

Star 2.2k

Python implementation of TextRank algorithms ("textgraphs") for phrase extraction

python nlp machine-learning natural-language-processing graph-algorithms natural-language textrank spacy summarization spacy-extension textgraphs

Updated Feb 15, 2026
Python

jsksxs360 / How-to-use-Transformers

Star 1.9k

Transformers Ku Kuai Su Ru Men Jiao Cheng

nlp qa natural-language-processing translation prompt transformers pytorch transformer classification summarization ner bert sentiment-classification

Updated Feb 24, 2026
Python

mesolitica / NLP-Models-Tensorflow

Star 1.8k

Gathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0

nlp machine-learning embedded deep-learning chatbot language-detection lstm summarization attention speech-to-text neural-machine-translation optical-character-recognition pos-tagging lstm-seq2seq-tf dnc-seq2seq luong-api

Updated Jul 20, 2020
Jupyter Notebook

IntelLabs / fastRAG

Star 1.8k

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

Updated Jan 12, 2026
Python

chiphuyen / sotawhat

Star 1.4k

Returns latest research results by crawling arxiv papers and summarizing abstracts. Helps you stay afloat with so many new papers everyday.

python script summarization research-tool arxiv

Updated Feb 2, 2024
Python

summanlp / textrank

Star 1.3k

TextRank implementation for Python 3.

python nlp natural-language-processing textrank keywords text-summarization summarization

Updated Mar 28, 2023
Python

xcfcode / Summarization-Papers

Star 1k

Summarization Papers

nlp natural-language-processing text-generation summarization pretrained-language-model chatgpt

Updated Jul 15, 2023
TeX

atulkum / pointer_summarizer

Sponsor

Star 915

pytorch implementation of "Get To The Point: Summarization with Pointer-Generator Networks"

nlp deep-learning pointer-networks summarization attention-mechanism pytorch-implmention seq2seq-attn

Updated Jan 23, 2023
Python

georgian-io / LLM-Finetuning-Toolkit

Star 869

Toolkit for fine-tuning, ablating and unit-testing open-source LLMs.

nlp unit-testing falcon classification summarization lora nlp-machine-learning zephyr fine-tuning finetuning ablation-study large-language-models flan-t5 redpajama qlora llm-test llama2 mistral-7b

Updated Oct 25, 2024
Python

opea-project / GenAIExamples

Star 725

Generative AI Examples is a collection of GenAI examples such as ChatQnA, Copilot, which illustrate the pipeline capabilities of the Open Platform for Enterprise AI (OPEA) project.

xeon summarization codegen copilot tgi rag llms genai gaudi2 chatqna