Title
Retrieval-augmented generation in multilingual settings Nadezhda Chirkova David Rau Hervé Déjean Thibault Formal S. Clinchant Vassilina Nikoulina RALM 35 15 0 01 Jul 2024
Searching for Best Practices in Retrieval-Augmented Generation Xiaohua Wang Zhenghua Wang Xuan Gao Feiran Zhang Yixin Wu ... Qi Qian Ruicheng Yin Changze Lv Xiaoqing Zheng Xuanjing Huang 60 41 0 01 Jul 2024
BERGEN: A Benchmarking Library for Retrieval-Augmented Generation David Rau Hervé Déjean Nadezhda Chirkova Thibault Formal Shuai Wang Vassilina Nikoulina S. Clinchant 45 12 0 01 Jul 2024
Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components Phillip Schneider Wessel Poelman Michael Rovatsos Florian Matthes 29 2 0 01 Jul 2024
BESTOW: Efficient and Streamable Speech Language Model with the Best of Two Worlds in GPT and T5 Zhehuai Chen He Huang Oleksii Hrinchuk Krishna C. Puvvada Nithin Rao Koluguri Piotr Żelasko Jagadeesh Balam Boris Ginsburg AuLLM RALM 38 10 0 28 Jun 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 53 29 0 28 Jun 2024
ColPali: Efficient Document Retrieval with Vision Language Models Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud C´eline Hudelot Pierre Colombo VLM 70 21 0 27 Jun 2024
MATE: Meet At The Embedding -- Connecting Images with Long Texts Young Kyun Jang Junmo Kang Yong Jae Lee Donghyun Kim VLM 44 5 0 26 Jun 2024
"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models Zhen Tan Chengshuai Zhao Raha Moraffah Yifan Li Song Wang Jundong Li Tianlong Chen Huan Liu SILM 54 18 0 26 Jun 2024
Advancing Question Answering on Handwritten Documents: A State-of-the-Art Recognition-Based Model for HW-SQuAD Aniket Pal Ajoy Mondal C. V. Jawahar RALM 32 0 0 25 Jun 2024
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs Venktesh V. Deepali Prabhu Avishek Anand RALM CoGe 39 3 0 24 Jun 2024
Ragnarök: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation Track Ronak Pradeep Nandan Thakur Sahel Sharifymoghaddam Eric Zhang Ryan Nguyen Daniel Campos Nick Craswell Jimmy Lin 40 12 0 24 Jun 2024
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning Dongyang Li Taolin Zhang Longtao Huang Chengyu Wang Xiaofeng He Hui Xue KELM OffRL 33 0 0 24 Jun 2024
DemoRank: Selecting Effective Demonstrations for Large Language Models in Ranking Task Wenhan Liu Yutao Zhu Zhicheng Dou ALM RALM 47 9 0 24 Jun 2024
Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models Qi Liu Bo Wang Nan Wang Jiaxin Mao RALM 80 3 0 21 Jun 2024
RE-AdaptIR: Improving Information Retrieval through Reverse Engineered Adaptation William Fleshman Benjamin Van Durme 48 0 0 20 Jun 2024
Augmenting Query and Passage for Retrieval-Augmented Generation using LLMs for Open-Domain Question Answering Minsang Kim Cheoneum Park Seungjun Baek RALM 40 2 0 20 Jun 2024
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 44 32 0 20 Jun 2024
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation Di Wu Jia-Chen Gu Fan Yin Nanyun Peng Kai-Wei Chang HILM 58 1 0 19 Jun 2024
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation Kaikai An Fangkai Yang Liqun Li Junting Lu Sitao Cheng ... Lele Cao Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang RALM 46 1 0 19 Jun 2024
Improving Zero-shot LLM Re-Ranker with Risk Minimization Xiaowei Yuan Zhao Yang Yequan Wang Jun Zhao Kang Liu 33 1 0 19 Jun 2024
Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models Akchay Srivastava Atif Memon ELM 48 1 0 19 Jun 2024
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More? Jinhyuk Lee Anthony Chen Zhuyun Dai Dheeru Dua Devendra Singh Sachan ... Jeremy R. Cole Sebastian Riedel Iftekhar Naim Ming-Wei Chang Kelvin Guu RALM LRM 58 30 0 19 Jun 2024
PromptDSI: Prompt-based Rehearsal-free Instance-wise Incremental Learning for Document Retrieval Tuan-Luc Huynh Thuy-Trang Vu Weiqing Wang Yinwei Wei Trung Le D. Gašević Yuan-Fang Li Thanh-Toan Do VLM CLL 43 0 0 18 Jun 2024
Instruction Data Generation and Unsupervised Adaptation for Speech Language Models Vahid Noroozi Zhehuai Chen Somshubra Majumdar Steve Huang Jagadeesh Balam Boris Ginsburg SyDa 41 3 0 18 Jun 2024
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels Jasper Xian Saron Samuel Faraz Khoubsirat Ronak Pradeep Md Arafat Sultan Radu Florian Salim Roukos Avirup Sil Christopher Potts Omar Khattab VLM 50 2 0 17 Jun 2024
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy Hengran Zhang Keping Bi Jiafeng Guo Xueqi Cheng 42 1 0 17 Jun 2024
TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy Yiqun Chen Qi Liu Yi Zhang Weiwei Sun Daiting Shi Jiaxin Mao Dawei Yin Jiaxin Mao Dawei Yin 33 6 0 17 Jun 2024
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers Tianhua Zhang Kun Li Hongyin Luo Xixin Wu James Glass Helen Meng 22 2 0 16 Jun 2024
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems Mohammad Dehghan Mohammad Ali Alomrani Sunyam Bagga David Alfonso-Hermelo Khalil Bibi ... Jimmy Lin Boxing Chen Prasanna Parthasarathi Mahdi Biparva Mehdi Rezagholizadeh RALM 58 5 0 14 Jun 2024
Datasets for Multilingual Answer Sentence Selection Matteo Gabburo S. Campese Federico Agostini Alessandro Moschitti 46 0 0 14 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments Zhenrui Yue Huimin Zeng Lanyu Shang Yifan Liu Yang Zhang Dong Wang RALM 43 2 0 14 Jun 2024
Can't Hide Behind the API: Stealing Black-Box Commercial Embedding Models Manveer Singh Tamber Jasper Xian Jimmy Lin MLAU SILM 175 0 0 13 Jun 2024
Blowfish: Topological and statistical signatures for quantifying ambiguity in semantic search T. R. Barillot Alex De Castro 28 0 0 12 Jun 2024
Scaling the Vocabulary of Non-autoregressive Models for Efficient Generative Retrieval Ravisri Valluri Akash Kumar Mohankumar Kushal Dave Amit Singh Jian Jiao Manik Varma Gaurav Sinha 61 1 0 10 Jun 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents Avital Shafran R. Schuster Vitaly Shmatikov 49 28 0 09 Jun 2024
CRAG -- Comprehensive RAG Benchmark Xiao Yang Kai Sun Hao Xin Yushi Sun Nikita Bhalla ... Nirav Shah Rakesh Wanga Anuj Kumar Wen-tau Yih Xin Luna Dong 26 24 0 07 Jun 2024
Measuring Retrieval Complexity in Question Answering Systems Matteo Gabburo Nicolaas Paul Jedema Siddhant Garg Leonardo F. R. Ribeiro Alessandro Moschitti 47 0 0 05 Jun 2024
A Bi-metric Framework for Fast Similarity Search Haike Xu Sandeep Silwal Piotr Indyk FedML 31 0 0 05 Jun 2024
Enhancing Retrieval-Augmented LMs with a Two-stage Consistency Learning Compressor Chuankai Xu Dongming Zhao Bo Wang Hanwen Xing RALM 22 0 0 04 Jun 2024
Robust Interaction-based Relevance Modeling for Online E-Commerce and LLM-based Retrieval Ben Chen Huangyu Dai Xiang Ma Wen Jiang Wei Ning 24 0 0 04 Jun 2024
A Survey of Generative Information Retrieval Tzu-Lin Kuo Tzu-Wei Chiu Tzung-Sheng Lin Sheng-Yang Wu Chao-Wei Huang Yun-Nung Chen SyDa 77 2 0 03 Jun 2024
Luna: An Evaluation Foundation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost Masha Belyi Robert Friel Shuai Shao Atindriyo Sanyal HILM RALM 64 5 0 03 Jun 2024
BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models Jiaqi Xue Meng Zheng Yebowen Hu Fei Liu Xun Chen Qian Lou AAML SILM 38 26 0 03 Jun 2024
LLM-RankFusion: Mitigating Intrinsic Inconsistency in LLM-based Ranking Yifan Zeng Ojas Tendolkar Raymond Baartmans Qingyun Wu Huazheng Wang Lizhong Chen 39 0 0 31 May 2024
CWRCzech: 100M Query-Document Czech Click Dataset and Its Application to Web Relevance Ranking Josef Vonásek Milan Straka Rostislav Krc Lenka Lasonová Ekaterina Egorova Jana Straková Jakub Náplava 32 2 0 31 May 2024
Passage-specific Prompt Tuning for Passage Reranking in Question Answering with Large Language Models Xuyang Wu Zhiyuan Peng Sravanthi Rajanala Hsin-Tai Wu Yi Fang LRM RALM 48 0 0 31 May 2024
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation Harsh Chaudhari Giorgio Severi John Abascal Matthew Jagielski Christopher A. Choquette-Choo Milad Nasr Cristina Nita-Rotaru Alina Oprea SILM AAML 80 29 0 30 May 2024
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models Yutao Zhu Zhaoheng Huang Zhicheng Dou Ji-Rong Wen RALM 56 5 0 30 May 2024
Quriosity: Analyzing Human Questioning Behavior and Causal Inquiry through Curiosity-Driven Queries Roberto Ceraolo Dmitrii Kharlapenko Amélie Reymond Rada Mihalcea Mrinmaya Sachan Bernhard Schölkopf Zhijing Jin Zhijing Jin CML 37 2 0 30 May 2024