A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.
☆2,162Oct 16, 2025Updated 6 months ago
Alternatives and similar repositories for beir
Users that are interested in beir are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.☆2,050Updated this week
- Tevatron - Unified Document Retrieval Toolkit across Scale, Language, and Modality. Demo in SIGIR 2023, SIGIR 2025.☆734Jan 26, 2026Updated 3 months ago
- Dense Passage Retriever - is a set of tools and models for open domain Q&A task.☆1,863Apr 6, 2023Updated 3 years ago
- Provides a common interface to many IR ranking datasets.☆389Apr 10, 2026Updated 2 weeks ago
- SPLADE: sparse neural search (SIGIR21, SIGIR22)☆992May 3, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- pytrec_eval is an Information Retrieval evaluation tool for Python, based on the popular trec_eval.☆346Oct 10, 2023Updated 2 years ago
- ColBERT: state-of-the-art neural search (SIGIR'20, TACL'21, NeurIPS'21, NAACL'22, CIKM'22, ACL'23, EMNLP'23)☆3,849Oct 14, 2025Updated 6 months ago
- a gaggle of deep neural architectures for text ranking and question answering, designed for Pyserini☆353Dec 21, 2023Updated 2 years ago
- Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: …☆341Jul 6, 2023Updated 2 years ago
- Inquisitive Parrots for Search☆199Jun 5, 2025Updated 10 months ago
- MTEB: Massive Text Embedding Benchmark☆3,237Updated this week
- Anserini is a Lucene toolkit for reproducible information retrieval research☆1,109Updated this week
- Training & evaluation library for text-based neural re-ranking and dense retrieval models built with PyTorch☆265Jan 27, 2023Updated 3 years ago
- A curated list of awesome papers related to pre-trained models for information retrieval (a.k.a., pretraining for IR).☆676Jan 7, 2024Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Contriever: Unsupervised Dense Information Retrieval with Contrastive Learning☆777Apr 7, 2023Updated 3 years ago
- Scalable training for dense retrieval models.☆298Apr 8, 2026Updated 3 weeks ago
- docTTTTTquery document expansion model☆375Mar 25, 2023Updated 3 years ago
- An Open-Source Package for Information Retrieval.☆443Oct 7, 2022Updated 3 years ago
- A novel embedding training algorithm leveraging ANN search and achieved SOTA retrieval on Trec DL 2019 and OpenQA benchmarks☆385Jan 6, 2026Updated 3 months ago
- Mr. TyDi is a multi-lingual benchmark dataset built on TyDi, covering eleven typologically diverse languages.☆81Feb 16, 2022Updated 4 years ago
- A multilingual version of MS MARCO passage ranking dataset☆147Oct 19, 2023Updated 2 years ago
- EMNLP 2021 - Pre-training architectures for dense retrieval☆256Mar 18, 2022Updated 4 years ago
- State-of-the-Art Text Embeddings☆18,585Updated this week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Library for Knowledge Intensive Language Tasks☆972Mar 31, 2022Updated 4 years ago
- Open-Source Information Retrieval Courses @ TU Wien☆702Jun 12, 2023Updated 2 years ago
- Binary Passage Retriever (BPR) - an efficient passage retriever for open-domain question answering☆174Jun 6, 2021Updated 4 years ago
- A Python framework for performing information retrieval experiments, building on http://terrier.org/☆499Apr 14, 2026Updated 2 weeks ago
- [ACL 2021] Learning Dense Representations of Phrases at Scale; EMNLP'2021: Phrase Retrieval Learns Passage Retrieval, Too https://arxiv.o…☆607Jun 15, 2022Updated 3 years ago
- Search Engines with Autoregressive Language models☆295Apr 4, 2023Updated 3 years ago
- SGPT: GPT Sentence Embeddings for Semantic Search☆872Feb 17, 2024Updated 2 years ago
- Build Text Rerankers with Deep Language Models☆265Feb 20, 2024Updated 2 years ago
- A Collection of BM25 Algorithms in Python☆1,346Oct 8, 2024Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- MS MARCO(Microsoft Machine Reading Comprehension) is a large scale dataset focused on machine reading comprehension, question answering, …☆341Jun 12, 2023Updated 2 years ago
- Dense hybrid representations for text retrieval☆64Apr 3, 2023Updated 3 years ago
- Improving Efficient Neural Ranking Models with Cross-Architecture Knowledge Distillation☆116Jul 11, 2021Updated 4 years ago
- NAACL2021 - COIL Contextualized Lexical Retriever☆157Jul 27, 2021Updated 4 years ago
- SPRINT Toolkit helps you evaluate diverse neural sparse models easily using a single click on any IR dataset.☆47Jul 25, 2023Updated 2 years ago
- A large-scale multilingual dataset for Information Retrieval. Thorough human-annotations across 18 diverse languages.☆206Jul 31, 2024Updated last year
- Fusion-in-Decoder☆592Oct 4, 2023Updated 2 years ago