Embodied Question Answering
نویسندگان
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.
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 کاملAn 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 کاملField 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 کاملارایه 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 کاملInvestigating 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 کاملذخیره 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