MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity
نویسندگان
چکیده
We present MultiGranCNN, a general deep learning architecture for matching text chunks. MultiGranCNN supports multigranular comparability of representations: shorter sequences in one chunk can be directly compared to longer sequences in the other chunk. MultiGranCNN also contains a flexible and modularized match feature component that is easily adaptable to different types of chunk matching. We demonstrate stateof-the-art performance of MultiGranCNN on clause coherence and paraphrase identification tasks.
منابع مشابه
خاک و خِرَد، تأملی در شأن معماری در مثنوی معنوی
Rumi was not an architect or architectural theorician. However in his Mathnawi, he dealt in architecture, explicitly or implicitly, intentionally or unintentionally. It can be seen in Mathnawi in diferrent levels: when he talks about the built environment in which he used to live when he uses architecture elements and spaces as figure of speech when he borrows an architectural metaphor in talki...
متن کاملThe Impact of Teaching Chunks on Speaking Fluency of Iranian EFL Learners
Research on multiword clusters (chunks) is based on the assumption that native speakers use plenty of chunks in their everyday language and they are considered as fluent speakers of language. Therefore the present study was an attempt to investigate the impact of using chunks on speaking fluency of Iranian EFL learners. In the first phase of the study, the students of two intermediate classes s...
متن کاملExplorations in ACT-R Based Cognitive Modeling - Chunks, Inheritance, Production Matching and Memory in Language Analysis
This paper explores the benefits and challenges of using the ACT-R cognitive architecture in the development of a largescale, functional, cognitively motivated language analysis model. The paper focuses on chunks, inheritance, production matching and memory, proposing extensions to ACT-R to support multiple inheritance and suggesting a mapping from the focus of attention, working memory and lon...
متن کاملReading the Hidden Concepts in the Text of Tehran Highways Walls
Because of the dispersion of activities in big cities, employing highways as the most important connecting way is indispensable. In today world, highways are connection arteries of cities transporting people to their social activities. Because of continual use of highway, their walls prepare a context for conveying many Social, Cultural, Economic, etc concepts. That is why most economic promoti...
متن کاملArchitecture Narration: A Comparative Study on Narration in Architecture and Story
The way architects think about different issues from developing plans, perspectives, and views to cross-sections and structure of a building is a common and general one. Regardless of its merits and efficiency, this way of thinking indicates a degradation in architectural thinking. Indeed, architectures today are caught in a specific architecture language where the boundaries of language create...
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:
دوره شماره
صفحات -
تاریخ انتشار 2015