Embodied Question Answering

نویسندگان

  • Abhishek Das
  • Samyak Datta
  • Georgia Gkioxari
  • Stefan Lee
  • Devi Parikh
  • Dhruv Batra
چکیده

We present a new AI task – Embodied Question Answering (EmbodiedQA) – where an agent is spawned at a random location in a 3D environment and asked a question (‘What color is the car?’). In order to answer, the agent must first intelligently navigate to explore the environment, gather information through first-person (egocentric) vision, and then answer the question (‘orange’). This challenging task requires a range of AI skills – active perception, language understanding, goal-driven navigation, commonsense reasoning, and grounding of language into actions. In this work, we develop the environments, end-to-end-trained reinforcement learning agents, and evaluation protocols for EmbodiedQA.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Knowledge-Based Question Answering

This paper describes the Webclopedia Question Answering system, in which methods to automatically learn patterns and parameterizations are combined with hand-crafted rules and concept ontologies. The source for answers is a collection of 1 million newspaper texts, distributed by NIST. In general, two kinds of knowledge are used by Webclopedia to answer questions: knowledge about language and kn...

متن کامل

An Open Question Answering Framework

Question answering systems are currently regarded as one of the key technologies to empower lay users to access the Web of Data. Nevertheless, they still pose hard and yet unsolved research challenges. Additionally, developing and evaluating question answering systems to address those challenges is a very complex task. We present openQA, a modular open-source platform that allows developing and...

متن کامل

Field Testing of an Interactive Question-Answering Character

Abstract We tested a life-size embodied question-answering character at a convention where he responded to questions from the audience. The character’s responses were then rated for coherence. The ratings, combined with speech transcripts, speech recognition results and the character’s responses, allowed us to identify where the character needs to improve, namely in speech recognition and provi...

متن کامل

ارایه یک پیکره‌ پرسش و پاسخ مذهبی در زبان فارسی

Question answering system is a field in natural language processing and information retrieval noticed by researchers in these decades. Due to a growing interest in this field of research, the need to have appropriate data sources is perceived. Most researches about developing question answering corpus area have been done in English so far, but in other languages as Persian, the lack of these co...

متن کامل

Investigating Embedded Question Reuse in Question Answering

The investigation presented in this paper is a novel method in question answering (QA) that enables a QA system to gain performance through reuse of information in the answer to one question to answer another related question. Our analysis shows that a pair of question in a general open domain QA can have embedding relation through their mentions of noun phrase expressions. We present methods f...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • CoRR

دوره abs/1711.11543  شماره 

صفحات  -

تاریخ انتشار 2017