DeepAI AI Chat
Log In Sign Up

What is the Essence of a Claim? Cross-Domain Claim Identification

04/24/2017
by   Johannes Daxenberger, et al.
0

Argument mining has become a popular research area in NLP. It typically includes the identification of argumentative components, e.g. claims, as the central component of an argument. We perform a qualitative analysis across six different datasets and show that these appear to conceptualize claims quite differently. To learn about the consequences of such different conceptualizations of claim for practical applications, we carried out extensive experiments using state-of-the-art feature-rich and deep learning systems, to identify claims in a cross-domain fashion. While the divergent perception of claims in different datasets is indeed harmful to cross-domain classification, we show that there are shared properties on the lexical level as well as system configurations that can help to overcome these gaps.

READ FULL TEXT

page 1

page 2

page 3

page 4

06/26/2019

Determining Relative Argument Specificity and Stance for Complex Argumentative Structures

Systems for automatic argument generation and debate require the ability...
11/26/2020

Transformer-Based Models for Automatic Identification of Argument Relations: A Cross-Domain Evaluation

Argument Mining is defined as the task of automatically identifying and ...
03/23/2022

IAM: A Comprehensive and Large-Scale Dataset for Integrated Argument Mining Tasks

Traditionally, a debate usually requires a manual preparation process, i...
10/13/2020

The workweek is the best time to start a family – A Study of GPT-2 Based Claim Generation

Argument generation is a challenging task whose research is timely consi...
06/16/2021

Revisiting the Weaknesses of Reinforcement Learning for Neural Machine Translation

Policy gradient algorithms have found wide adoption in NLP, but have rec...
12/02/2015

Klasifikasi Komponen Argumen Secara Otomatis pada Dokumen Teks berbentuk Esai Argumentatif

By automatically recognize argument component, essay writers can do some...
01/26/2023

Is Writing Prompts Really Making Art?

In recent years Generative Machine Learning systems have advanced signif...

Code Repositories

emnlp2017-claim-identification

Source code repository for our EMNLP paper on cross-domain claim identification


view repo