v1v2 (latest)

Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation

21 February 2025

Papers citing "Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation"

50 / 68 papers shown

Title
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue Haoyu Wang LRM AI4CE 402 7 0 22 Apr 2025
ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval Abdelrahman Abdallah Jamshid Mozafari Bhawna Piryani Adam Jatowt 99 2 0 28 Jan 2025
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Zhaochun Ren RALM ALM ELM LRM LM&MA 181 308 0 31 Dec 2024
DynRank: Improving Passage Retrieval with Dynamic Zero-Shot Prompting Based on Question Classification Abdelrahman Abdallah Jamshid Mozafari Bhawna Piryani Mohammed M. Abdelgwad Adam Jatowt 129 1 0 30 Nov 2024
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline Dongkyu Kim Byoungwook Kim Donggeon Han Matouš Eibich 84 14 0 28 Oct 2024
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers Shijie Chen Bernal Jiménez Gutiérrez Yu Su 92 5 0 03 Oct 2024
PairDistill: Pairwise Relevance Distillation for Dense Retrieval Chao-Wei Huang Yun-Nung Chen 65 1 0 02 Oct 2024
Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval Model Nilanjan Sinhababu Andrew Parry Debasis Ganguly D. Samanta Pabitra Mitra 62 4 0 26 Sep 2024
Exploring Hint Generation Approaches in Open-Domain Question Answering Jamshid Mozafari Abdelrahman Abdallah Bhawna Piryani Adam Jatowt RALM LRM 30 6 0 24 Sep 2024
rerankers: A Lightweight Python Library to Unify Ranking Methods Benjamin Clavié ALM 84 7 0 30 Aug 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 103 36 0 28 Jun 2024
MrRank: Improving Question Answering Retrieval System through Multi-Result Ranking Model Danupat Khamnuansin Tawunrat Chalothorn Ekapol Chuangsuwanich 71 1 0 09 Jun 2024
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training Feiteng Fang Yuelin Bai Shiwen Ni Min Yang Xiaojun Chen Ruifeng Xu AAML RALM 118 39 0 31 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 142 67 0 22 May 2024
LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders Parishad BehnamGhader Vaibhav Adlakha Marius Mosbach Dzmitry Bahdanau Nicolas Chapados Siva Reddy 94 235 0 09 Apr 2024
ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper Pages Bhawna Piryani Jamshid Mozafari Adam Jatowt RALM 81 9 0 26 Mar 2024
ArabicaQA: A Comprehensive Dataset for Arabic Question Answering Abdelrahman Abdallah M. Kasem Mahmoud Abdalla Mohamed Mahmoud Mohamed Elkasaby Yasser Elbendary Adam Jatowt RALM 61 16 0 26 Mar 2024
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems Xiao Yu Yunan Lu Zhou Yu RALM 44 7 0 01 Mar 2024
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges Jiajia Wang Jimmy Xiangji Huang Xinhui Tu Junmei Wang Angela J. Huang Md Tahmid Rahman Laskar Amran Bhuiyan 82 33 0 18 Feb 2024
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation Jianlv Chen Shitao Xiao Peitian Zhang Kun Luo Defu Lian Zheng Liu 636 429 0 05 Feb 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 189 1,776 1 18 Dec 2023
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines Omar Khattab Arnav Singhvi Paridhi Maheshwari Zhiyuan Zhang Keshav Santhanam ... Thomas T. Joshi Hanna Moazam Heather Miller Matei A. Zaharia Christopher Potts RALM 81 276 0 05 Oct 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 309 11,894 0 18 Jul 2023
Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting Zhen Qin R. Jagerman Kai Hui Honglei Zhuang Junru Wu ... Tianqi Liu Jialu Liu Donald Metzler Xuanhui Wang Michael Bendersky ALM RALM 113 246 0 30 Jun 2023
In-Context Retrieval-Augmented Language Models Ori Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Y. Shoham KELM RALM LRM 85 603 0 31 Jan 2023
RankT5: Fine-Tuning T5 for Text Ranking with Ranking Losses Honglei Zhuang Zhen Qin R. Jagerman Kai Hui Ji Ma Jing Lu Jianmo Ni Xuanhui Wang Michael Bendersky AIMat 75 140 0 12 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 190 638 0 07 Oct 2022
PROD: Progressive Distillation for Dense Retrieval Zhenghao Lin Yeyun Gong Xiao Liu Hang Zhang Chen Lin ... Jian Jiao Jing Lu Daxin Jiang Rangan Majumder Nan Duan 78 27 0 27 Sep 2022
Curriculum Learning for Dense Retrieval Distillation Hansi Zeng Hamed Zamani Vishwa Vinay 52 51 0 28 Apr 2022
Improving Passage Retrieval with Zero-Shot Question Generation Devendra Singh Sachan M. Lewis Mandar Joshi Armen Aghajanyan Wen-tau Yih J. Pineau Luke Zettlemoyer OOD LRM 101 165 0 15 Apr 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 519 3,703 0 21 Mar 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 195 919 0 16 Dec 2021
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction Keshav Santhanam Omar Khattab Jon Saad-Falcon Christopher Potts Matei A. Zaharia 103 414 0 02 Dec 2021
RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-ranking Ruiyang Ren Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua Wu Haifeng Wang Ji-Rong Wen 265 255 0 14 Oct 2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? Xilun Chen Kushal Lakhotia Barlas Oğuz Anchit Gupta Patrick Lewis Stanislav Peshterliev Yashar Mehdad Sonal Gupta Wen-tau Yih 106 69 0 13 Oct 2021
Simple Entity-Centric Questions Challenge Dense Retrievers Christopher Sciavolino Zexuan Zhong Jinhyuk Lee Danqi Chen RALM 78 167 0 17 Sep 2021
TruthfulQA: Measuring How Models Mimic Human Falsehoods Stephanie C. Lin Jacob Hilton Owain Evans HILM 147 1,929 0 08 Sep 2021
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections Jiexin Wang Adam Jatowt Masatoshi Yoshikawa 105 35 0 08 Sep 2021
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 110 278 0 02 Aug 2021
Efficient Passage Retrieval with Hashing for Open-domain Question Answering Ikuya Yamada Akari Asai Hannaneh Hajishirzi MQ 68 80 0 02 Jun 2021
Condenser: a Pre-training Architecture for Dense Retrieval Luyu Gao Jamie Callan AI4CE 59 263 0 16 Apr 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 253 617 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 383 627 0 13 Oct 2020
Generation-Augmented Retrieval for Open-domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen RALM 92 248 0 17 Sep 2020
Aligning AI With Shared Human Values Dan Hendrycks Collin Burns Steven Basart Andrew Critch Jingkai Li Basel Alomair Jacob Steinhardt 145 569 0 05 Aug 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 137 1,178 0 02 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 139 1,231 0 01 Jul 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,376 0 27 Apr 2020
AmbigQA: Answering Ambiguous Open-domain Questions Sewon Min Julian Michael Hannaneh Hajishirzi Luke Zettlemoyer 105 316 0 22 Apr 2020
Document Ranking with a Pretrained Sequence-to-Sequence Model Rodrigo Nogueira Zhiying Jiang Jimmy J. Lin 79 584 0 14 Mar 2020