Operating machine learning across natural language processing techniques for improvement of fabricated news model
K Sharifani, M Amini, Y Akbari… - … Journal of Science …, 2022 - papers.ssrn.com
Fake news or fabricated news, refers to false information published under the guise of being
authentic news, often to influence political views. Fabricated news articles are a threat to …
authentic news, often to influence political views. Fabricated news articles are a threat to …
[HTML][HTML] Is text preprocessing still worth the time? A comparative survey on the influence of popular preprocessing methods on Transformers and traditional classifiers
With the advent of the modern pre-trained Transformers, the text preprocessing has started
to be neglected and not specifically addressed in recent NLP literature. However, both from …
to be neglected and not specifically addressed in recent NLP literature. However, both from …
Cif-bench: A chinese instruction-following benchmark for evaluating the generalizability of large language models
The advancement of large language models (LLMs) has enhanced the ability to generalize
across a wide range of unseen natural language processing (NLP) tasks through instruction …
across a wide range of unseen natural language processing (NLP) tasks through instruction …
McRock at SemEval-2022 task 4: Patronizing and condescending language detection using multi-channel CNN, hybrid LSTM, DistilBERT and XLNet
In this paper we propose four deep learning models for the task of detecting and classifying
Patronizing and Condescending Language (PCL) using a corpus of over 13,000 annotated …
Patronizing and Condescending Language (PCL) using a corpus of over 13,000 annotated …
Machamp at semeval-2022 tasks 2, 3, 4, 6, 10, 11, and 12: Multi-task multi-lingual learning for a pre-selected set of semantic datasets
R Van der Goot - Proceedings of the 16th International Workshop …, 2022 - aclanthology.org
Previous work on multi-task learning in Natural Language Processing (NLP)
oftenincorporated carefully selected tasks as well as carefully tuning ofarchitectures to share …
oftenincorporated carefully selected tasks as well as carefully tuning ofarchitectures to share …
Your spouse needs professional help: Determining the contextual appropriateness of messages through modeling social relationships
Understanding interpersonal communication requires, in part, understanding the social
context and norms in which a message is said. However, current methods for identifying …
context and norms in which a message is said. However, current methods for identifying …
BEIKE NLP at semeval-2022 task 4: prompt-based paragraph classification for patronizing and condescending language detection
PCL detection task is aimed at identifying and categorizing language that is patronizing or
condescending towards vulnerable communities in the general media. Compared to other …
condescending towards vulnerable communities in the general media. Compared to other …
DH-FBK at SemEval-2022 task 4: Leveraging annotators' disagreement and multiple data views for patronizing language detection
A Ramponi, E Leonardelli - … of the 16th International Workshop on …, 2022 - aclanthology.org
The subtle and typically unconscious use of patronizing and condescending language
(PCL) in large-audience media outlets undesirably feeds stereotypes and strengthens …
(PCL) in large-audience media outlets undesirably feeds stereotypes and strengthens …
Sentence-crobi: A simple cross-bi-encoder-based neural network architecture for paraphrase identification
Since the rise of Transformer networks and large language models, cross-encoders have
become the dominant architecture for various Natural Language Processing tasks. When …
become the dominant architecture for various Natural Language Processing tasks. When …
ASRtrans at SemEval-2022 task 4: Ensemble of tuned transformer-based models for PCL detection
AR Rao - Proceedings of the 16th International Workshop on …, 2022 - aclanthology.org
Patronizing behavior is a subtle form of bullying and when directed towards vulnerable
communities, it can arise inequalities. This paper describes our system for Task 4 of …
communities, it can arise inequalities. This paper describes our system for Task 4 of …