RAG / 检索增强生成

ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question Answering

Francesco Maria Molfese, Simone Conia, Riccardo Orlando, Roberto Navigli

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.CL

Comments Accepted at EMNLP 2024 Main Conference

Knowledge Detection by Relevant Question and Image Attributes in Visual Question Answering

Param Ahir, Hiteishi Diwanji

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.AI

A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering

Yunxin Li, Longyue Wang, Baotian Hu, Xinyu Chen, Wanqi Zhong, Chenyang Lyu, Wei Wang, Min Zhang

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments 20 pages, 15 pages; technical paper

Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering

Haowei Du, Dongyan Zhao

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection

Yufei Huang, Xu Han, Maosong Sun

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments ACL 2024 Main Conference

FinanceMath: Knowledge-Intensive Math Reasoning in Finance Domains

Yilun Zhao, Hongjun Liu, Yitao Long, Rui Zhang, Chen Zhao, Arman Cohan

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.CL

Comments ACL 2024 Oral

DebateQA: Evaluating Question Answering on Debatable Knowledge

Rongwu Xu, Xuan Qi, Zehan Qi, Wei Xu, Zhijiang Guo

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments Dataset and scripts for evaluation are available at https://github.com/pillowsofwind/DebateQA

SEC-QA: A Systematic Evaluation Corpus for Financial QA

Viet Dac Lai, Michael Krumdick, Charles Lovering, Varshini Reddy, Craig Schmidt, Chris Tanner

专题命中 知识库问答 ：retrieval augmented generation(abstract)；分类 cs.CL

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, Abbas Ghaddar, Yingxue Zhang, Xiaoguang Li, Jianye Hao, Qun Liu, Jimmy Lin, Boxing Chen, Prasanna Parthasarathi, Mahdi Biparva, Mehdi Rezagholizadeh

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

KET-QA: A Dataset for Knowledge Enhanced Table Question Answering

Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments LREC-Coling 2024

Hint-enhanced In-Context Learning wakes Large Language Models up for knowledge-intensive tasks

Yifan Wang, Qingyan Guo, Xinzhe Ni, Chufan Shi, Lemao Liu, Haiyun Jiang, Yujiu Yang

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments Accepted by ICASSP 2024

Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering

Kosuke Akimoto, Kunihiro Takeoka, Masafumi Oyamada

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments EMNLP Findings 2023

Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks

Shicheng Xu, Liang Pang, Huawei Shen, Xueqi Cheng, Tat-Seng Chua

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted by WWW 2024

Location Aware Modular Biencoder for Tourism Question Answering

Haonan Li, Martin Tomko, Timothy Baldwin

专题命中 知识库问答 ：dense retrieval(abstract)；分类 cs.CL

Comments Accepted at AACL 2023

Strong and Efficient Baselines for Open Domain Conversational Question Answering

Andrei C. Coman, Gianni Barlacchi, Adrià de Gispert

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2023 Findings

Re$^3$Dial: Retrieve, Reorganize and Rescale Dialogue Corpus for Long-Turn Open-Domain Dialogue Pre-training

Jiaxin Wen, Hao Zhou, Jian Guan, Minlie Huang

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments EMNLP 2023 Main Coference

Retrieving Supporting Evidence for Generative Question Answering

Siqing Huo, Negar Arabzadeh, Charles L. A. Clarke

专题命中 知识库问答 ：dense retrieval(abstract)；分类 cs.IR

Comments arXiv admin note: text overlap with arXiv:2306.13781

Journal ref Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in the Asia Pacific Region (SIGIR-AP '23), November 26--28, 2023, Beijing, China

Localize, Retrieve and Fuse: A Generalized Framework for Free-Form Question Answering over Tables

Wenting Zhao, Ye Liu, Yao Wan, Yibo Wang, Zhongfen Deng, Philip S. Yu

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.CL

Comments Accepted by AACL-IJCNLP 2023

MMHQA-ICL: Multimodal In-context Learning for Hybrid Question Answering over Text, Tables and Images

Weihao Liu, Fangyu Lei, Tongxu Luo, Jiahe Lei, Shizhu He, Jun Zhao, Kang Liu

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Chain-of-Skills: A Configurable Model for Open-domain Question Answering

Kaixin Ma, Hao Cheng, Yu Zhang, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments ACL 2023

Learning Answer Generation using Supervision from Automatic Question Answering Evaluators

Matteo Gabburo, Siddhant Garg, Rik Koncel-Kedziorski, Alessandro Moschitti

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted at ACL 2023

Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited Questions

Zhihan Zhang, Wenhao Yu, Zheng Ning, Mingxuan Ju, Meng Jiang

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments Accepted at TACL. This is a pre-MIT Press publication version

MAUPQA: Massive Automatically-created Polish Question Answering Dataset

Piotr Rybak

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Retrieval Enhanced Data Augmentation for Question Answering on Privacy Policies

Md Rizwan Parvez, Jianfeng Chi, Wasi Uddin Ahmad, Yuan Tian, Kai-Wei Chang

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments EACL 2023

Towards leveraging latent knowledge and Dialogue context for real-world conversational question answering

Shaomu Tan, Denis Paperno

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Open-domain Question Answering via Chain of Reasoning over Heterogeneous Knowledge

Kaixin Ma, Hao Cheng, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments Findings of EMNLP 2022

Re-Examining Calibration: The Case of Question Answering

Chenglei Si, Chen Zhao, Sewon Min, Jordan Boyd-Graber

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments EMNLP 2022 Findings

REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering

Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.CL

Comments Accepted by NeurIPS 2022

elBERto: Self-supervised Commonsense Learning for Question Answering

Xunlin Zhan, Yuan Li, Xiao Dong, Xiaodan Liang, Zhiting Hu, Lawrence Carin

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.CL

Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering

Jing Zhang, Xiaokang Zhang, Jifan Yu, Jian Tang, Jie Tang, Cuiping Li, Hong Chen

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL

Comments The experimental results are updated by fixing the data leakage issue in the code