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This paper introduces speech-based visual question answering (VQA), the task of generating an answer given an image and a spoken question. Two methods are studied: an end-to-end, deep neural network that directly uses audio waveforms as…

计算与语言 · 计算机科学 2017-09-19 Ted Zhang , Dengxin Dai , Tinne Tuytelaars , Marie-Francine Moens , Luc Van Gool

In this paper we present a question answering system using a neural network to interpret questions learned from the DBpedia repository. We train a sequence-to-sequence neural network model with n-triples extracted from the DBpedia Infobox…

计算与语言 · 计算机科学 2018-03-09 Mihael Arcan

In this paper, we propose a novel Knowledge-based Embodied Question Answering (K-EQA) task, in which the agent intelligently explores the environment to answer various questions with the knowledge. Different from explicitly specifying the…

机器人学 · 计算机科学 2021-09-17 Sinan Tan , Mengmeng Ge , Di Guo , Huaping Liu , Fuchun Sun

In Web search, entity-seeking queries often trigger a special Question Answering (QA) system. It may use a parser to interpret the question to a structured query, execute that on a knowledge graph (KG), and return direct entity responses.…

信息检索 · 计算机科学 2018-12-07 Uma Sawant , Saurabh Garg , Soumen Chakrabarti , Ganesh Ramakrishnan

Computational marketing has become increasingly important in today's digital world, facing challenges such as massive heterogeneous data, multi-channel customer journeys, and limited marketing budgets. In this paper, we propose a general…

In this paper, we focus on the problem of answer triggering ad-dressed by Yang et al. (2015), which is a critical component for a real-world question answering system. We employ a hierarchical gated recurrent neural tensor (HGRNT) model to…

计算与语言 · 计算机科学 2017-09-19 Wei Li , Yunfang Wu

The last few years have seen an explosion of research on the topic of automated question answering (QA), spanning the communities of information retrieval, natural language processing, and artificial intelligence. This tutorial would cover…

信息检索 · 计算机科学 2020-08-10 Rishiraj Saha Roy , Avishek Anand

Question answering (QA) is one of the most common NLP tasks that relates to named entity recognition, fact extraction, semantic search and some other fields. In industry, it is much appreciated in chatbots and corporate information systems.…

计算与语言 · 计算机科学 2024-10-08 Elena Mikhalkova

We introduce Interactive Question Answering (IQA), the task of answering questions that require an autonomous agent to interact with a dynamic visual environment. IQA presents the agent with a scene and a question, like: "Are there any…

计算机视觉与模式识别 · 计算机科学 2018-09-07 Daniel Gordon , Aniruddha Kembhavi , Mohammad Rastegari , Joseph Redmon , Dieter Fox , Ali Farhadi

To build robust question answering systems, we need the ability to verify whether answers to questions are truly correct, not just "good enough" in the context of imperfect QA datasets. We explore the use of natural language inference (NLI)…

计算与语言 · 计算机科学 2021-09-14 Jifan Chen , Eunsol Choi , Greg Durrett

Visual question answering (VQA) refers to the problem where, given an image and a natural language question about the image, a correct natural language answer has to be generated. A VQA model has to demonstrate both the visual understanding…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Raihan Kabir , Naznin Haque , Md Saiful Islam , Marium-E-Jannat

Edge computing provides the ability to link distributor users for multimedia content, while retaining the power of significant data storage and access at a centralized computer. Two requirements of significance include: what information…

网络与互联网体系结构 · 计算机科学 2018-07-31 Seyed Yahya Nikouei , Yu Chen , Alexander Aved , Erik Blasch

In this paper, we report on Qaviar, an experimental automated evaluation system for question answering applications. The goal of our research was to find an automatically calculated measure that correlates well with human judges' assessment…

计算与语言 · 计算机科学 2007-05-23 Eric Breck , John D. Burger , Lisa Ferro , Lynette Hirschman , David House , Marc Light , Inderjeet Mani

While diverse question answering (QA) datasets have been proposed and contributed significantly to the development of deep learning models for QA tasks, the existing datasets fall short in two aspects. First, we lack QA datasets covering…

计算与语言 · 计算机科学 2021-10-15 Qiyuan Zhang , Lei Wang , Sicheng Yu , Shuohang Wang , Yang Wang , Jing Jiang , Ee-Peng Lim

Smart Reply (SR) systems present a user with a set of replies, of which one can be selected in place of having to type out a response. To perform well at this task, a system should be able to effectively present the user with a diverse set…

计算与语言 · 计算机科学 2023-05-29 Benjamin Towle , Ke Zhou

Recent years have witnessed the success of question answering (QA), especially its potential to be a foundation paradigm for tackling diverse NLP tasks. However, obtaining sufficient data to build an effective and stable QA system still…

计算与语言 · 计算机科学 2023-09-21 Kunlun Zhu , Shihao Liang , Xu Han , Zhi Zheng , Guoyang Zeng , Zhiyuan Liu , Maosong Sun

This paper presents final results of ICDAR 2019 Scene Text Visual Question Answering competition (ST-VQA). ST-VQA introduces an important aspect that is not addressed by any Visual Question Answering system up to date, namely the…

计算机视觉与模式识别 · 计算机科学 2019-07-02 Ali Furkan Biten , Rubèn Tito , Andres Mafla , Lluis Gomez , Marçal Rusiñol , Minesh Mathew , C. V. Jawahar , Ernest Valveny , Dimosthenis Karatzas

In order to build artificial intelligence systems that can perceive and reason with human behavior in the real world, we must first design models that conduct complex spatio-temporal reasoning over motion sequences. Moving towards this…

计算机视觉与模式识别 · 计算机科学 2023-05-18 Mark Endo , Joy Hsu , Jiaman Li , Jiajun Wu

Product review websites provide an incredible lens into the wide variety of opinions and experiences of different people, and play a critical role in helping users discover products that match their personal needs and preferences. To help…

信息检索 · 计算机科学 2016-10-27 Mengting Wan , Julian McAuley

Knowledge representation and reasoning are critical challenges in Artificial Intelligence (AI), particularly in integrating neural and symbolic approaches to achieve explainable and transparent AI systems. Traditional knowledge…

计算与语言 · 计算机科学 2025-02-17 Xin Kang , Veronika Shteingardt , Yuhan Wang , Dov Dori
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