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Search-Oriented Conversational AI (SCAI) is an established venue that regularly puts a spotlight upon the recent work advancing the field of conversational search. SCAI'21 was organised as an independent on-line event and featured a shared…

信息检索 · 计算机科学 2022-01-27 Svitlana Vakulenko , Johannes Kiesel , Maik Fröbe

Conversational question answering (QA) requires the ability to correctly interpret a question in the context of previous conversation turns. We address the conversational QA task by decomposing it into question rewriting and question…

信息检索 · 计算机科学 2020-10-26 Svitlana Vakulenko , Shayne Longpre , Zhucheng Tu , Raviteja Anantha

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 ones is an emerging…

计算与语言 · 计算机科学 2022-11-02 Zhiyu Chen , Jie Zhao , Anjie Fang , Besnik Fetahu , Oleg Rokhlenko , Shervin Malmasi

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 unwinds. We introduce the…

计算与语言 · 计算机科学 2022-04-11 Marco Del Tredici , Xiaoyu Shen , Gianni Barlacchi , Bill Byrne , Adrià de Gispert

Conversational assistants often require a question rewriting algorithm that leverages a subset of past interactions to provide a more meaningful (accurate) answer to the user's question or request. However, the exact rewriting approach may…

The dependency between an adequate question formulation and correct answer selection is a very intriguing but still underexplored area. In this paper, we show that question rewriting (QR) of the conversational context allows to shed more…

计算与语言 · 计算机科学 2022-02-04 Svitlana Vakulenko , Shayne Longpre , Zhucheng Tu , Raviteja Anantha

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. Despite seeming…

计算与语言 · 计算机科学 2022-04-14 Etsuko Ishii , Yan Xu , Samuel Cahyawijaya , Bryan Wilie

Question answering (QA) systems provide a way of querying the information available in various formats including, but not limited to, unstructured and structured data in natural languages. It constitutes a considerable part of…

计算与语言 · 计算机科学 2021-06-04 Munazza Zaib , Wei Emma Zhang , Quan Z. Sheng , Adnan Mahmood , Yang Zhang

Conversational search is one of the ultimate goals of information retrieval. Recent research approaches conversational search by simplified settings of response ranking and conversational question answering, where an answer is either…

信息检索 · 计算机科学 2020-05-26 Chen Qu , Liu Yang , Cen Chen , Minghui Qiu , W. Bruce Croft , Mohit Iyyer

In spoken conversational question answering (SCQA), the answer to the corresponding question is generated by retrieving and then analyzing a fixed spoken document, including multi-part conversations. Most SCQA systems have considered only…

计算与语言 · 计算机科学 2021-06-25 Nuo Chen , Chenyu You , Yuexian Zou

The interaction of conversational systems with users poses an exciting opportunity for improving them after deployment, but little evidence has been provided of its feasibility. In most applications, users are not able to provide the…

计算与语言 · 计算机科学 2020-11-03 Jon Ander Campos , Kyunghyun Cho , Arantxa Otegi , Aitor Soroa , Gorka Azkune , Eneko Agirre

Context modeling plays a critical role in building multi-turn dialogue systems. Conversational Query Rewriting (CQR) aims to simplify the multi-turn dialogue modeling into a single-turn problem by explicitly rewriting the conversational…

计算与语言 · 计算机科学 2021-02-22 Hang Liu , Meng Chen , Youzheng Wu , Xiaodong He , Bowen Zhou

Compared to standard retrieval tasks, passage retrieval for conversational question answering (CQA) poses new challenges in understanding the current user question, as each question needs to be interpreted within the dialogue context.…

计算与语言 · 计算机科学 2022-10-31 Zeqiu Wu , Yi Luan , Hannah Rashkin , David Reitter , Hannaneh Hajishirzi , Mari Ostendorf , Gaurav Singh Tomar

Conversational passage retrieval is challenging as it often requires the resolution of references to previous utterances and needs to deal with the complexities of natural language, such as coreference and ellipsis. To address these…

信息检索 · 计算机科学 2024-06-28 Ivica Kostric , Krisztian Balog

Conversational passage retrieval relies on question rewriting to modify the original question so that it no longer depends on the conversation history. Several methods for question rewriting have recently been proposed, but they were…

信息检索 · 计算机科学 2021-01-20 Svitlana Vakulenko , Nikos Voskarides , Zhucheng Tu , Shayne Longpre

This document presents a detailed description of the challenge on clarifying questions for dialogue systems (ClariQ). The challenge is organized as part of the Conversational AI challenge series (ConvAI3) at Search Oriented Conversational…

计算与语言 · 计算机科学 2020-09-25 Mohammad Aliannejadi , Julia Kiseleva , Aleksandr Chuklin , Jeff Dalton , Mikhail Burtsev

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 use) or ellipses,…

计算与语言 · 计算机科学 2022-07-08 Quentin Brabant , Gwenole Lecorve , Lina M. Rojas-Barahona

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 required to understand…

计算与语言 · 计算机科学 2023-04-17 Munazza Zaib , Quan Z. Sheng , Wei Emma Zhang , Adnan Mahmood

Conversational interfaces that allow for intuitive and comprehensive access to digitally stored information remain an ambitious goal. In this thesis, we lay foundations for designing conversational search systems by analyzing the…

信息检索 · 计算机科学 2019-12-17 Svitlana Vakulenko

Retrieval-based conversation systems generally tend to highly rank responses that are semantically similar or even identical to the given conversation context. While the system's goal is to find the most appropriate response, rather than…

计算与语言 · 计算机科学 2018-10-09 Denis Fedorenko , Nikita Smetanin , Artem Rodichev
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