[PDF][PDF] Overview of the multilingual text detoxification task at pan 2024

D Dementieva, D Moskovskiy, N Babakov… - Working Notes of …, 2024 - ceur-ws.org
Despite different countries and social platform regulations, digital abusive speech persists
as a significant challenge. One of the way to tackle abusive, or more specifically, toxic …

ELOQUENT CLEF shared tasks for evaluation of generative language model quality

J Karlgren, L Dürlich, E Gogoulou, L Guillou… - … on Information Retrieval, 2024 - Springer
ELOQUENT is a set of shared tasks for evaluating the quality and usefulness of generative
language models. ELOQUENT aims to bring together some high-level quality criteria …

[PDF][PDF] Towards a Computational Framework for Distinguishing Critical and Conspiratorial Texts by Elaborating on the Context and Argumentation with LLMs

A Sahitaj, P Sahitaj, S Mohtaj, S Möller… - Working Notes of …, 2024 - ceur-ws.org
The shared task of PAN 2024 addresses the need to distinguish between critical and
conspiratorial texts in relation to public health measures during the COVID-19 pandemic. In …

[PDF][PDF] Detection of Conspiracy vs. Critical Narratives and Their Elements using NLP

A Albladi, C Seals - Working Notes of CLEF, 2024 - ceur-ws.org
The growing use of digital media or social media has given a platform to the people to
deliver their ideas and viewpoints openly. It is facilitating the rapid spread of contrasting …

[PDF][PDF] Marsan at PAN 2024 TextDetox: ToxiCleanse RL, Paving the Way for Toxicity-Free Online Discourse

M Najafi, E Tavan, S Colreavy - Working Notes of CLEF, 2024 - ceur-ws.org
Addressing the pervasive issue of toxicity in online communication requires innovative
solutions beyond mere identification and removal of harmful content. This paper presents …

[PDF][PDF] Small Language Models and Large Language Models in Oppositional thinking analysis: Capabilities and Biases and Challenges

Á Huertas-García, C Martí-González, J Muñoz… - Working Notes of …, 2024 - ceur-ws.org
The proliferation of misinformation and conspiracy theories needs robust methods to
differentiate legitimate critical discourse from harmful conspiratorial narratives. This study …

[PDF][PDF] IUCL at PAN 2024: Using Data Augmentation for Conspiracy Theory Detection

S Mhalgi, S Pulipaka, S Kübler - Working Notes of CLEF, 2024 - ceur-ws.org
Team IUCL used a fine-tuned DeBERTa [1] with a sequence classification head as its basis.
DeBERTa was finetuned on an augmented dataset comprising the PAN24 [2] training set …

[PDF][PDF] Conspiracy vs Critical Thinking Using an Ensemble of Transformers with Data Augmentation Techniques

A Tulbure, MC Ardanuy - Working Notes of CLEF, 2024 - ceur-ws.org
This paper provides an overview of our contributions to the PAN at CLEF2024 Oppositional
thinking analysis shared task, which focuses on distinguishing between conspiratorial and …

[PDF][PDF] BLGAV: Generative AI Author Verification Model Based on BERT and BiLSTM

L Guo, W Yang, L Ma, J Ruan - Working Notes of CLEF, 2024 - ceur-ws.org
In recent years, large language models like GPT-3, BERT, and GPT-4 have made significant
advancements in the field of natural language processing, enhancing tasks such as …

[PDF][PDF] Detection of conspiracy-related messages in Telegram with anonymized named entities

J Gómez-Romero, S González-Silot… - Working Notes of …, 2024 - ceur-ws.org
This paper investigates the detection of conspiracy-related messages on Telegram within
the PAN 2024 task on oppositional thinking analysis. The proposed approach aims to …