RAG / 检索增强生成 - arXivDaily 专题

2406.17158 2024-06-26 cs.CL cs.IR 62%

DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs

Venktesh V. Deepali Prabhu, Avishek Anand

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

Comments under submission, 22 pages

2405.17822 2024-05-29 cs.CL cs.AI 62%

Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action

Zhenyu Pan, Haozheng Luo, Manling Li, Han Liu

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

2405.14383 2024-05-24 cs.CL cs.AI 62%

Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering

Zhihua Wen, Zhiliang Tian, Zexin Jian, Zhen Huang, Pei Ke, Yifu Gao, Minlie Huang, Dongsheng Li

专题命中知识库问答：RAG(abstract)；分类 cs.CL、cs.AI

2402.15189 2024-05-20 cs.CL cs.AI cs.LG 62%

Biomedical Entity Linking as Multiple Choice Question Answering

Zhenxi Lin, Ziheng Zhang, Xian Wu, Yefeng Zheng

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

Comments Accepted by COLING 2024

2404.15488 2024-04-25 cs.CL cs.AI cs.MA 62%

IryoNLP at MEDIQA-CORR 2024: Tackling the Medical Error Detection & Correction Task On the Shoulders of Medical Agents

Jean-Philippe Corbeil

专题命中知识库问答：RAG(abstract)；分类 cs.CL、cs.AI

2307.16877 2024-04-18 cs.CL cs.AI 62%

Evaluating Correctness and Faithfulness of Instruction-Following Models for Question Answering

Vaibhav Adlakha, Parishad BehnamGhader, Xing Han Lu, Nicholas Meade, Siva Reddy

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

Comments accepted at TACL

2404.10226 2024-04-17 cs.AI cs.CL cs.CV cs.LG 62%

Find The Gap: Knowledge Base Reasoning For Visual Question Answering

Elham J. Barezi, Parisa Kordjamshidi

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

2404.02935 2024-04-05 cs.CL cs.AI cs.LG 62%

KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking

Jiawei Zhang, Chejian Xu, Yu Gai, Freddy Lecue, Dawn Song, Bo Li

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

2403.17611 2024-03-27 cs.CL cs.AI 62%

Denoising Table-Text Retrieval for Open-Domain Question Answering

Deokhyung Kang, Baikjin Jung, Yunsu Kim, Gary Geunbae Lee

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

Comments Accepted to LREC-COLING 2024

2310.17490 2023-11-15 cs.CL cs.AI 62%

Improving Zero-shot Reader by Reducing Distractions from Irrelevant Documents in Open-Domain Question Answering

Sukmin Cho, Jeongyeon Seo, Soyeong Jeong, Jong C. Park

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

Comments Findings of EMNLP 2023 Camera Ready

2308.13259 2023-10-31 cs.CL cs.AI 62%

Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering

Keheng Wang, Feiyu Duan, Sirui Wang, Peiguang Li, Yunsen Xian, Chuantao Yin, Wenge Rong, Zhang Xiong

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

2310.09536 2023-10-17 cs.CL cs.IR cs.LG 62%

CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering

Md Rashad Al Hasan Rony, Christian Suess, Sinchana Ramakanth Bhat, Viju Sudhi, Julia Schneider, Maximilian Vogel, Roman Teucher, Ken E. Friedl, Soumya Sahoo

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

Comments Accepted into EMNLP 2023 (industry track), corresponding Author: Md Rashad Al Hasan Rony

2306.16478 2023-06-30 cs.IR cs.CL cs.CV 62%

Pre-Training Multi-Modal Dense Retrievers for Outside-Knowledge Visual Question Answering

Alireza Salemi, Mahta Rafiee, Hamed Zamani

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

2306.07906 2023-06-14 cs.CL cs.AI 62%

WebGLM: Towards An Efficient Web-Enhanced Question Answering System with Human Preferences

Xiao Liu, Hanyu Lai, Hao Yu, Yifan Xu, Aohan Zeng, Zhengxiao Du, Peng Zhang, Yuxiao Dong, Jie Tang

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

Comments Accepted to KDD 2023

2306.04293 2023-06-08 cs.CL cs.IR cs.LG 62%

Phrase Retrieval for Open-Domain Conversational Question Answering with Conversational Dependency Modeling via Contrastive Learning

Soyeong Jeong, Jinheon Baek, Sung Ju Hwang, Jong C. Park

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

Comments Findings of ACL 2023

2210.06345 2023-06-01 cs.CL cs.IR cs.LG 62%

Variational Open-Domain Question Answering

Valentin Liévin, Andreas Geert Motzfeldt, Ida Riis Jensen, Ole Winther

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

Comments 28 pages, 5 figures. Accepted at ICML 2023

2305.16048 2023-05-26 cs.CL cs.AI 62%

UFO: Unified Fact Obtaining for Commonsense Question Answering

Zhifeng Li, Yifan Fan, Bowei Zou, Yu Hong

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

Comments IJCNN 2023

2212.07798 2022-12-16 cs.CL cs.AI 62%

Utilizing Background Knowledge for Robust Reasoning over Traffic Situations

Jiarui Zhang, Filip Ilievski, Aravinda Kollaa, Jonathan Francis, Kaixin Ma, Alessandro Oltramari

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

Comments Camera ready version of AAAI 2023 workshop on Knowledge-Augmented Methods for Natural Language Processing

2211.12707 2022-11-24 cs.CL cs.IR 62%

Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans?

Neeraj Varshney, Man Luo, Chitta Baral

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

Comments AAAI-23 Workshop on Knowledge Augmented Methods for NLP

2210.03422 2022-11-07 cs.CL cs.AI 62%

SpaceQA: Answering Questions about the Design of Space Missions and Space Craft Concepts

Andrés García-Silva, Cristian Berrío, José Manuel Gómez-Pérez, José Antonio Martínez-Heras, Alessandro Donati, Ilaria Roma

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

Comments In proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022)

2112.07381 2022-10-31 cs.CL cs.AI 62%

You Only Need One Model for Open-domain Question Answering

Haejun Lee, Akhil Kedia, Jongwon Lee, Ashwin Paranjape, Christopher D. Manning, Kyoung-Gu Woo

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

Comments EMNLP 2022 (main)

2210.02933 2022-10-11 cs.CL cs.AI 62%

Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering

Mingxuan Ju, Wenhao Yu, Tong Zhao, Chuxu Zhang, Yanfang Ye

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

Comments Findings of EMNLP2022

2204.03985 2022-09-23 cs.CL cs.AI cs.LG 62%

KGI: An Integrated Framework for Knowledge Intensive Language Tasks

Md Faisal Mahbub Chowdhury, Michael Glass, Gaetano Rossiello, Alfio Gliozzo, Nandana Mihindukulasooriya

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

Comments EMNLP 2022 Demo Track

2208.14601 2022-09-02 cs.IR cs.AI 62%

A topic-aware graph neural network model for knowledge base updating

Jiajun Tong, Zhixiao Wang, Xiaobin Rui

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

2207.05270 2022-07-13 cs.CL cs.AI 62%

A Survey on Table Question Answering: Recent Advances

Nengzheng Jin, Joanna Siebert, Dongfang Li, Qingcai Chen

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

Comments 13 pages

2203.06942 2022-04-13 cs.CL cs.IR 62%

Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering

Jiawei Zhou, Xiaoguang Li, Lifeng Shang, Lan Luo, Ke Zhan, Enrui Hu, Xinyu Zhang, Hao Jiang, Zhao Cao, Fan Yu, Xin Jiang, Qun Liu, Lei Chen

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

Comments Accepted by ACL 2022 main conference; The dataset and code are available at https://github.com/jzhoubu/HLP

2110.08417 2022-03-22 cs.CL cs.AI 62%

Open Domain Question Answering with A Unified Knowledge Interface

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、cs.AI

Comments ACL 2022 camera ready

2112.06723 2021-12-14 cs.CL cs.AI 62%

Understanding and Improving the Exemplar-based Generation for Open-domain Conversation

Seungju Han, Beomsu Kim, Seokjun Seo, Enkhbayar Erdenee, Buru Chang

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

2111.11520 2021-11-24 cs.CL cs.IR cs.LG 62%

Zero-Shot Open-Book Question Answering

Sia Gholami, Mehdi Noori

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

2109.03502 2021-09-09 cs.CL cs.IR cs.LG 62%

R2-D2: A Modular Baseline for Open-Domain Question Answering

Martin Fajcik, Martin Docekal, Karel Ondrej, Pavel Smrz

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

Comments Accepted to Findings of EMNLP'21. arXiv admin note: substantial text overlap with arXiv:2102.10697

1. 知识库问答 543 篇

DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs

Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action

Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering

Biomedical Entity Linking as Multiple Choice Question Answering

IryoNLP at MEDIQA-CORR 2024: Tackling the Medical Error Detection & Correction Task On the Shoulders of Medical Agents

Evaluating Correctness and Faithfulness of Instruction-Following Models for Question Answering

Find The Gap: Knowledge Base Reasoning For Visual Question Answering

KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking

Denoising Table-Text Retrieval for Open-Domain Question Answering

Improving Zero-shot Reader by Reducing Distractions from Irrelevant Documents in Open-Domain Question Answering

Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering

CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering

Pre-Training Multi-Modal Dense Retrievers for Outside-Knowledge Visual Question Answering

WebGLM: Towards An Efficient Web-Enhanced Question Answering System with Human Preferences

Phrase Retrieval for Open-Domain Conversational Question Answering with Conversational Dependency Modeling via Contrastive Learning

Variational Open-Domain Question Answering

UFO: Unified Fact Obtaining for Commonsense Question Answering

Utilizing Background Knowledge for Robust Reasoning over Traffic Situations

Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans?

SpaceQA: Answering Questions about the Design of Space Missions and Space Craft Concepts

You Only Need One Model for Open-domain Question Answering

Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering

KGI: An Integrated Framework for Knowledge Intensive Language Tasks

A topic-aware graph neural network model for knowledge base updating

A Survey on Table Question Answering: Recent Advances

Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering

Open Domain Question Answering with A Unified Knowledge Interface

Understanding and Improving the Exemplar-based Generation for Open-domain Conversation

Zero-Shot Open-Book Question Answering

R2-D2: A Modular Baseline for Open-Domain Question Answering