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Here’s My Point: Joint Pointer Architecture for Argument Mining
AbstractIn order to determine argument structure in text, one must understand how individual components of the overall argument are linked. This work presents the first neural network-based approach to link …...
Multi-Perspective Context Aggregation for Semi-supervised Cloze-style Reading Comprehension
AbstractCloze-style reading comprehension has been a popular task for measuring the progress of natural language understanding in recent years. In this paper, we design a novel multi-perspective framework, which can …...
A Pointer Network Architecture for Context-Dependent Semantic Parsing
Semantic parsing targets at mapping human utterances into structured meaning represen- tations, such as logical forms, programming snippets, SQL queries etc. In this work, we focus on logical form generation, …...
Answering Conversational Questions on Structured Data without Logical Forms
AbstractWe present a novel approach to answering sequential questions based on structured objects such as knowledge bases or tables without using a logical form as an intermediate representation. We encode …...
Improving Multi-turn Dialogue Modelling with Utterance ReWriter
AbstractRecent research has achieved impressive results in single-turn dialogue modelling. In the multi-turn setting, however, current models are still far from satisfactory. One major challenge is the frequently occurred coreference …...
Left-to-Right Dependency Parsing with Pointer Networks
AbstractWe propose a novel transition-based algorithm that straightforwardly parses sentences from left to right by building n attachments, with n being the length of the input sentence. Similarly to the …...
A Pointer Network Architecture for Joint Morphological Segmentation and Tagging
AbstractMorphologically Rich Languages (MRLs) such as Arabic, Hebrew and Turkish often require Morphological Disambiguation (MD), i.e., the prediction of morphological decomposition of tokens into morphemes, early in the pipeline. Neural …...
Bridge the Gap: High-level Semantic Planning for Image Captioning
AbstractRecent image captioning models have made much progress for exploring the multi-modal interaction, such as attention mechanisms. Though these mechanisms can boost the interaction, there are still two gaps between …...
Don’t Eclipse Your Arts Due to Small Discrepancies: Boundary Repositioning with a Pointer Network for Aspect Extraction
AbstractThe current aspect extraction methods suffer from boundary errors. In general, these errors lead to a relatively minor difference between the extracted aspects and the ground-truth. However, they hurt the …...
PESE: Event Structure Extraction using Pointer Network based Encoder-Decoder Architecture
AbstractThe task of event extraction (EE) aims to find the events and event-related argument information from the text and represent them in a structured format. Most previous works try to …...