Novel Method
Related Papers
Automatic Text Scoring Using Neural Networks
Automated Text Scoring (ATS) provides a cost-effective and consistent alternative to human marking. However, in order to achieve good performance, the pre- dictive features of the system need to be …...
Learning To Use Formulas To Solve Simple Arithmetic Problems
Solving simple arithmetic word problems is one of the challenges in Natural Lan- guage Understanding. This paper presents a novel method to learn to use formulas to solve simple arithmetic …...
EquGener: A Reasoning Network for Word Problem Solving by Generating Arithmetic Equations
Word problem solving has always been a challenging task as it involves reasoning across sentences, identification of operations and their order of application on relevant operands. Most of the earlier …...
Comparison of Diverse Decoding Methods from Conditional Language Models
AbstractWhile conditional language models have greatly improved in their ability to output high quality natural language, many NLP applications benefit from being able to generate a diverse set of candidate …...
TalkSumm: A Dataset and Scalable Annotation Method for Scientific Paper Summarization Based on Conference Talks
AbstractCurrently, no large-scale training data is available for the task of scientific paper summarization. In this paper, we propose a novel method that automatically generates summaries for scientific papers, by …...
Single Model Ensemble using Pseudo-Tags and Distinct Vectors
AbstractModel ensemble techniques often increase task performance in neural networks; however, they require increased time, memory, and management effort. In this study, we propose a novel method that replicates the …...
Controlling Text Edition by Changing Answers of Specific Questions
In this paper, we introduce the new task of con- trollable text edition, in which we take as input a long text, a question, and a target answer, and the …...