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Papers Question Rewriting

“Question Rewriting” 태그가 달린 논문 26편 · 필터 해제

Fine-Tuning LLMs for Reliable Medical Question-Answering Services

2024-10-21 · Ali Anaissi, Ali Braytee, Junaid Akram

We present an advanced approach to medical question-answering (QA) services, using fine-tuned Large Language Models (LLMs) to improve the accuracy and reliability of healthcare information. Our study focuses on optimizin…

Decision MakingMedical Question AnsweringQuestion AnsweringQuestion Rewriting

Explainable Multi-hop Question Generation: An End-to-End Approach without Intermediate Question Labeling

2024-03-31 · Seonjeong Hwang, Yunsu Kim, Gary Geunbae Lee

In response to the increasing use of interactive artificial intelligence, the demand for the capacity to handle complex questions has increased. Multi-hop question generation aims to generate complex questions that requi…

Question AnsweringQuestion GenerationQuestion-GenerationQuestion Rewriting

On the Robustness of Question Rewriting Systems to Questions of Varying Hardness

2023-11-12 · ACL 2022 5 · Hai Ye, Hwee Tou Ng, Wenjuan Han

In conversational question answering (CQA), the task of question rewriting~(QR) in context aims to rewrite a context-dependent question into an equivalent self-contained question that gives the same answer. In this paper…

Conversational Question AnsweringQuestion AnsweringQuestion Rewriting

KGConv, a Conversational Corpus grounded in Wikidata

2023-08-29 · Quentin Brabant, Gwenole Lecorve, Lina M. Rojas-Barahona, Claire Gardent

We present KGConv, a large, conversational corpus of 71k conversations where each question-answer pair is grounded in a Wikidata fact. Conversations contain on average 8.6 questions and for each Wikidata fact, we provide…

Knowledge GraphsQuestion AnsweringQuestion GenerationQuestion-Generation+1

VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language Models

2023-05-20 · Dao Xuan-Quy, Le Ngoc-Bich, Vo The-Duy, Phan Xuan-Dung 외

The VNHSGE (VietNamese High School Graduation Examination) dataset, developed exclusively for evaluating large language models (LLMs), is introduced in this article. The dataset, which covers nine subjects, was generated…

Multiple-choiceQuestion AnsweringQuestion RewritingReading Comprehension+2

Instruction Tuned Models are Quick Learners

2023-05-17 · Himanshu Gupta, Saurabh Arjun Sawant, Swaroop Mishra, Mutsumi Nakamura 외

Instruction tuning of language models has demonstrated the ability to enhance model generalization to unseen tasks via in-context learning using a few examples. However, typical supervised learning still requires a pleth…

In-Context LearningMulti-Task LearningQuestion RewritingTransfer Learning

QURG: Question Rewriting Guided Context-Dependent Text-to-SQL Semantic Parsing

2023-05-11 · Linzheng Chai, Dongling Xiao, Jian Yang, Liqun Yang 외

Context-dependent Text-to-SQL aims to translate multi-turn natural language questions into SQL queries. Despite various methods have exploited context-dependence information implicitly for contextual SQL parsing, there a…

Question RewritingSemantic ParsingSQL ParsingText to SQL+1

Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering

2023-04-14 · Munazza Zaib, Quan Z. Sheng, Wei Emma Zhang, Adnan Mahmood

Having an intelligent dialogue agent that can engage in conversational question answering (ConvQA) is now no longer limited to Sci-Fi movies only and has, in fact, turned into a reality. These intelligent agents are requ…

Conversational Question AnsweringQuestion AnsweringQuestion Rewriting

Improving Complex Knowledge Base Question Answering via Question-to-Action and Question-to-Question Alignment

2022-12-26 · Yechun Tang, Xiaoxia Cheng, Weiming Lu

Complex knowledge base question answering can be achieved by converting questions into sequences of predefined actions. However, there is a significant semantic and structural gap between natural language and action sequ…

Knowledge Base Question AnsweringLanguage ModelingLanguage ModellingQuestion Answering+1

Reinforced Question Rewriting for Conversational Question Answering

2022-10-27 · Zhiyu Chen, Jie Zhao, Anjie Fang, Besnik Fetahu 외

Conversational Question Answering (CQA) aims to answer questions contained within dialogues, which are not easily interpretable without context. Developing a model to rewrite conversational questions into self-contained …

Conversational Question AnsweringQuestion AnsweringQuestion RewritingRetrieval

CoQAR: Question Rewriting on CoQA

2022-07-07 · LREC 2022 6 · Quentin Brabant, Gwenole Lecorve, Lina M. Rojas-Barahona

Questions asked by humans during a conversation often contain contextual dependencies, i.e., explicit or implicit references to previous dialogue turns. These dependencies take the form of coreferences (e.g., via pronoun…

Conversational Question AnsweringFormQuestion AnsweringQuestion Rewriting

Can Question Rewriting Help Conversational Question Answering?

2022-04-13 · insights (ACL) 2022 5 · Etsuko Ishii, Yan Xu, Samuel Cahyawijaya, Bryan Wilie

Question rewriting (QR) is a subtask of conversational question answering (CQA) aiming to ease the challenges of understanding dependencies among dialogue history by reformulating questions in a self-contained form. Desp…

Conversational Question AnsweringQuestion AnsweringQuestion Rewritingreinforcement-learning+1

From Rewriting to Remembering: Common Ground for Conversational QA Models

2022-04-08 · NLP4ConvAI (ACL) 2022 5 · Marco del Tredici, Xiaoyu Shen, Gianni Barlacchi, Bill Byrne 외

In conversational QA, models have to leverage information in previous turns to answer upcoming questions. Current approaches, such as Question Rewriting, struggle to extract relevant information as the conversation unwin…

Question Rewriting

Can Open Domain Question Answering Systems Answer Visual Knowledge Questions?

2022-02-09 · Jiawen Zhang, Abhijit Mishra, Avinesh P. V. S, Siddharth Patwardhan 외

The task of Outside Knowledge Visual Question Answering (OKVQA) requires an automatic system to answer natural language questions about pictures and images using external knowledge. We observe that many visual questions,…

Open-Domain Question AnsweringQuestion AnsweringQuestion RewritingVisual Question Answering+1

Question rewriting? Assessing its importance for conversational question answering

2022-01-22 · Gonçalo Raposo, Rui Ribeiro, Bruno Martins, Luísa Coheur

In conversational question answering, systems must correctly interpret the interconnected interactions and generate knowledgeable answers, which may require the retrieval of relevant information from a background reposit…

Conversational Question AnsweringQuestion AnsweringQuestion RewritingRetrieval

Ditch the Gold Standard: Re-evaluating Conversational Question Answering

2021-12-16 · ACL 2022 5 · Huihan Li, Tianyu Gao, Manan Goenka, Danqi Chen

Conversational question answering aims to provide natural-language answers to users in information-seeking conversations. Existing conversational QA benchmarks compare models with pre-collected human-human conversations,…

Conversational Question AnsweringQuestion AnsweringQuestion Rewriting

From Rewriting to Remembering: Common Ground for Conversational QA Models

2021-11-16 · ACL ARR November 2021 11 · Anonymous

In conversational QA, models have to leverage information in previous turns to answer upcoming questions. Current approaches, such as Question Rewriting, struggle to extract relevant information as the conversation unwin…

Question Rewriting

Ditch the Gold Standard: Re-evaluating Conversational Question Answering

2021-10-16 · ACL ARR October 2021 10 · Anonymous

Conversational question answering (CQA) systems aim to provide natural-language answers to users in information-seeking conversations. Existing benchmarks compare CQA models on pre-collected human-human conversations, wi…

Conversational Question AnsweringQuestion AnsweringQuestion Rewriting

Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answering

2021-06-22 · ACL 2021 5 · Gangwoo Kim, Hyunjae Kim, Jungsoo Park, Jaewoo Kang

One of the main challenges in conversational question answering (CQA) is to resolve the conversational dependency, such as anaphora and ellipsis. However, existing approaches do not explicitly train QA models on how to r…

Conversational Question AnsweringQuestion AnsweringQuestion Rewriting

Visual Question Rewriting for Increasing Response Rate

2021-06-04 · Jiayi Wei, Xilian Li, Yi Zhang, Xin Wang

When a human asks questions online, or when a conversational virtual agent asks human questions, questions triggering emotions or with details might more likely to get responses or answers. we explore how to automaticall…

4kQuestion Rewriting
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