RAG / 检索增强生成

FinBERT-QA: Financial Question Answering with pre-trained BERT Language Models

Bithiah Yuan

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

Comments Submitted in partial fulfillment of the requirements for the Master of Science degree in Computer Science at the University of Freiburg, July 31, 2020

Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering

Yubo Wang, Xueguang Ma, Wenhu Chen

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

Comments This version has been accepted and published at EMNLP Findings 2024

iTRI-QA: a Toolset for Customized Question-Answer Dataset Generation Using Language Models for Enhanced Scientific Research

Qiming Liu, Zhongzheng Niu, Siting Liu, Mao Tian

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

Comments 13 pages, 3 figures

SQuARE: Sequential Question Answering Reasoning Engine for Enhanced Chain-of-Thought in Large Language Models

Daniel Fleischer, Moshe Berchansky, Gad Markovits, Moshe Wasserblat

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

Comments 14 pages

Dynamic Strategy Planning for Efficient Question Answering with Large Language Models

Tanmay Parekh, Pradyot Prakash, Alexander Radovic, Akshay Shekher, Denis Savenkov

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

Comments Accepted at NAACL 2025 Findings

KBLaM: Knowledge Base augmented Language Model

Xi Wang, Taketomo Isazawa, Liana Mikaelyan, James Hensman

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

Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset

Tilahun Abedissa Taffa, Debayan Banerjee, Yaregal Assabie, Ricardo Usbeck

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

Multi-Document Financial Question Answering using LLMs

Shalin Shah, Srikanth Ryali, Ramasubbu Venkatesh

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

ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models

Haoran Luo, Haihong E, Zichen Tang, Shiyao Peng, Yikai Guo, Wentai Zhang, Chenghao Ma, Guanting Dong, Meina Song, Wei Lin, Yifan Zhu, Luu Anh Tuan

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

Comments Accepted by Findings of ACL 2024

Journal ref ACL 2024

An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A Platforms

Ziyang Chen, Xiaobin Wang, Yong Jiang, Jinzhi Liao, Pengjun Xie, Fei Huang, Xiang Zhao

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

Comments 10 pages, 6 figures

Evaluating Consistencies in LLM responses through a Semantic Clustering of Question Answering

Yanggyu Lee, Jihie Kim

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

Comments Accepted to the Trustworthy AI Workshop at IJCAI 2024

SpeechDPR: End-to-End Spoken Passage Retrieval for Open-Domain Spoken Question Answering

Chyi-Jiunn Lin, Guan-Ting Lin, Yung-Sung Chuang, Wei-Lun Wu, Shang-Wen Li, Abdelrahman Mohamed, Hung-yi Lee, Lin-shan Lee

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

Comments Accepted at ICASSP 2024

Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering

Haoran Yu, Chang Yu, Zihan Wang, Dongxian Zou, Hao Qin

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

Comments received by IEEE ICPICS

SyllabusQA: A Course Logistics Question Answering Dataset

Nigel Fernandez, Alexander Scarlatos, Andrew Lan

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

Comments ACL 2024: The 62nd Annual Meeting of the Association for Computational Linguistics

Multimodal Reranking for Knowledge-Intensive Visual Question Answering

Haoyang Wen, Honglei Zhuang, Hamed Zamani, Alexander Hauptmann, Michael Bendersky

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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