RAG / 检索增强生成

What are the limits of cross-lingual dense passage retrieval for low-resource languages?

Jie Wu, Zhaochun Ren, Suzan Verberne

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR

BMX: Entropy-weighted Similarity and Semantic-enhanced Lexical Search

Xianming Li, Julius Lipp, Aamir Shakir, Rui Huang, Jing Li

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR

Comments correct the affiliation order

Finch: Prompt-guided Key-Value Cache Compression

Giulio Corallo, Paolo Papotti

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.AI

Comments Accepted for publication at TACL - pre-MIT Press publication version

NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable Reasoning

Nathaniel Weir, Peter Clark, Benjamin Van Durme

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.CL

Comments Published at IJCAI 2024

What Evidence Do Language Models Find Convincing?

Alexander Wan, Eric Wallace, Dan Klein

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.CL

Comments ACL 2024 (Main)

Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering

Tiezheng Guo, Chen Wang, Yanyi Liu, Jiawei Tang, Pan Li, Sai Xu, Qingwen Yang, Xianlin Gao, Zhi Li, Yingyou Wen

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

Focus, Distinguish, and Prompt: Unleashing CLIP for Efficient and Flexible Scene Text Retrieval

Gangyan Zeng, Yuan Zhang, Jin Wei, Dongbao Yang, Peng Zhang, Yiwen Gao, Xugong Qin, Yu Zhou

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.AI

Comments Accepted by ACM MM 2024

Can Public LLMs be used for Self-Diagnosis of Medical Conditions ?

Nikil Sharan Prabahar Balasubramanian, Sagnik Dakshit

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；分类 cs.CL

Comments 11 Pages, 4 figures, Submitted to ACM Transactions on Computing for Healthcare

CourseAssist: Pedagogically Appropriate AI Tutor for Computer Science Education

Ty Feng, Sa Liu, Dipak Ghosal

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.AI

Comments Accepted to SIGCSE Virtual 2024

PatchFinder: A Two-Phase Approach to Security Patch Tracing for Disclosed Vulnerabilities in Open-Source Software

Kaixuan Li, Jian Zhang, Sen Chen, Han Liu, Yang Liu, Yixiang Chen

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.AI

Comments to appear at ISSTA 2024

KaPQA: Knowledge-Augmented Product Question-Answering

Swetha Eppalapally, Daksh Dangi, Chaithra Bhat, Ankita Gupta, Ruiyi Zhang, Shubham Agarwal, Karishma Bagga, Seunghyun Yoon, Nedim Lipka, Ryan A. Rossi, Franck Dernoncourt

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.CL

Comments Accepted at the ACL 2024 Workshop on Knowledge Augmented Methods for NLP

Flooding Spread of Manipulated Knowledge in LLM-Based Multi-Agent Communities

Tianjie Ju, Yiting Wang, Xinbei Ma, Pengzhou Cheng, Haodong Zhao, Yulong Wang, Lifeng Liu, Jian Xie, Zhuosheng Zhang, Gongshen Liu

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments 18 Pages, working in progress

TaskGen: A Task-Based, Memory-Infused Agentic Framework using StrictJSON

John Chong Min Tan, Prince Saroj, Bharat Runwal, Hardik Maheshwari, Brian Lim Yi Sheng, Richard Cottrill, Alankrit Chona, Ambuj Kumar, Mehul Motani

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；分类 cs.AI

Comments 53 pages

Retrieval-Pretrained Transformer: Long-range Language Modeling with Self-retrieval

Ohad Rubin, Jonathan Berant

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

Comments Accepted to TACL 2024

Retrieval-Augmented and Knowledge-Grounded Language Models for Faithful Clinical Medicine

Fenglin Liu, Bang Yang, Chenyu You, Xian Wu, Shen Ge, Zhangdaihong Liu, Xu Sun, Yang Yang, David A. Clifton

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.CL

Mitigating Interpretation Bias in Rock Records with Large Language Models: Insights from Paleoenvironmental Analysis

Luoqi Wang, Haipeng Li, Linshu Hu, Jiarui Cai, Zhenhong Du

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；分类 cs.AI

AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence

Alireza Ghafarollahi, Markus J. Buehler

专题命中 检索器与排序 ：knowledge retrieval(abstract)；分类 cs.AI

Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence

Weize Chen, Ziming You, Ran Li, Yitong Guan, Chen Qian, Chenyang Zhao, Cheng Yang, Ruobing Xie, Zhiyuan Liu, Maosong Sun

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments work in progress

Simple Domain Adaptation for Sparse Retrievers

Mathias Vast, Yuxuan Zong, Basile Van Cooten, Benjamin Piwowarski, Laure Soulier

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR

Comments Accepted at ECIR 2024

Journal ref Advances in Information Retrieval. ECIR 2024. Lecture Notes in Computer Science, vol 14610

BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration

Noel Crawford, Edward B. Duffy, Iman Evazzade, Torsten Foehr, Gregory Robbins, Debbrata Kumar Saha, Jiya Varma, Marcin Ziolkowski

专题命中 检索器与排序 ：knowledge retrieval(abstract)；分类 cs.AI

Comments 24 pages. 21 PDF images

Telecom Language Models: Must They Be Large?

Nicola Piovesan, Antonio De Domenico, Fadhel Ayed

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.CL

FIRST: Faster Improved Listwise Reranking with Single Token Decoding

Revanth Gangi Reddy, JaeHyeok Doo, Yifei Xu, Md Arafat Sultan, Deevya Swain, Avirup Sil, Heng Ji

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR

Comments Preprint

Learning to Retrieve Iteratively for In-Context Learning

Yunmo Chen, Tongfei Chen, Harsh Jhamtani, Patrick Xia, Richard Shin, Jason Eisner, Benjamin Van Durme

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing

Jiajun Cui, Hong Qian, Bo Jiang, Wei Zhang

专题命中 检索器与排序 ：knowledge retrieval(abstract)；分类 cs.AI

Comments Preprint, accepted to appear in SIGKDD 2024, 12 pages. The source code is available at https://github.com/JJCui96/GRKT. Keywords: interpretable knowledge tracing, student behavior modeling, intelligence education

RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses

Sahil Girhepuje, Siva Sankar Sajeev, Purvam Jain, Arya Sikder, Adithya Rama Varma, Ryan George, Akshay Govind Srinivasan, Mahendra Kurup, Ashmit Sinha, Sudip Mondal

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers

Tianhua Zhang, Kun Li, Hongyin Luo, Xixin Wu, James Glass, Helen Meng

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence

Jiawei Shao, Jingwen Tong, Qiong Wu, Wei Guo, Zijian Li, Zehong Lin, Jun Zhang

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；分类 cs.AI

Complex Claim Verification with Evidence Retrieved in the Wild

Jifan Chen, Grace Kim, Aniruddh Sriram, Greg Durrett, Eunsol Choi

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

Comments NAACL 2024

Progressive Query Expansion for Retrieval Over Cost-constrained Data Sources

Muhammad Shihab Rashid, Jannat Ara Meem, Yue Dong, Vagelis Hristidis

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR

PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers

Weizhe Lin, Jingbiao Mei, Jinghong Chen, Bill Byrne

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

Comments ACL 2024; Project page: https://preflmr.github.io/