SSL-QA: Analysis of Semi-Supervised Learning for QuestionAnswering
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2017, Vol 19, Issue 3
Abstract
Open domain natural language question answering (QA) is a process of automatically finding answers to questions searching collections of text files. Question answering (QA) is a long-standing challenge in NLP, and the community has introduced several paradigms and datasets for the task over the past few years. These patterns differ from each other in the type of questions and answers and the size of the training data, from a few hundreds to millions of examples. Context-aware QA paradigm and two most notable types of supervisions are coarse sentence-level and fine-grained span-level. In this paper we analyse different intensive researches in semi-supervised learning for question-answering.
Authors and Affiliations
Parth Patel, Jignesh Prajapati
The Performance Analysis of Median Filter for SuppressingImpulse Noise from Images
Abstract: The impulse noise suppression is a challenging task in digital image processing. In this paper, themedian filtering is applied to low, medium and high detail images that are corrupted by low to high densi...
Appraisal on Applications of Nanorobots
Abstract: Nanotech is the manipulation of the matter on atomic and molecular scale. Nanorobots being an emerging technology used precisely in machines or robots to perform controlled manipulation of objects with na...
Improving Web Image Search Re-ranking
Nowadays, web-scale image search engines (e.g. Google Image Search, Microsoft Live Image Search) rely almost purely on surrounding text features. This leads to the ambiguous and noisy results. We propose an...
Survey on Restful Web Services Using Open Authorization (Oauth)
Web services are application based programming interfaces (API) or web APIs that are accessed through Hypertext Transfer Protocol (HTTP) to execute on a remote system hosting the requested services. A RESTF...
Inspecting Vanet for Determined Ways with Watertight Connectivity
Abstract: This paper is examining the VANET techniques by understanding the various papers published by the authors in IEEE transactions. In this paper the new technique is explored where no of the routing method is appl...