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Related papers: NLP Security and Ethics, in the Wild

200 papers

A key development in the cybersecurity evaluations space is the work carried out by Meta, through their CyberSecEval approach. While this work is undoubtedly a useful contribution to a nascent field, there are notable features that limit…

Artificial Intelligence · Computer Science 2024-11-14 Suhas Hariharan , Zainab Ali Majid , Jaime Raldua Veuthey , Jacob Haimes

In the rapidly evolving field of artificial intelligence, large language models (LLMs) have emerged as powerful tools for a myriad of applications, from natural language processing to decision-making support systems. However, as these…

Computation and Language · Computer Science 2025-07-08 Jianchao Ji , Yutong Chen , Mingyu Jin , Wujiang Xu , Wenyue Hua , Yongfeng Zhang

The close link between cognitive decline and language has fostered long-standing collaboration between the NLP and medical communities in dementia research. To examine this, we reviewed over 240 papers applying NLP to dementia-related…

Computation and Language · Computer Science 2025-02-11 Lotem Peled-Cohen , Roi Reichart

The success and wide adoption of generative AI (GenAI), particularly large language models (LLMs), has attracted the attention of cybercriminals seeking to abuse models, steal sensitive data, or disrupt services. Moreover, providing…

Large Language Model (LLM) is changing the software development paradigm and has gained huge attention from both academia and industry. Researchers and developers collaboratively explore how to leverage the powerful problem-solving ability…

Cryptography and Security · Computer Science 2024-11-05 Qiang Hu , Xiaofei Xie , Sen Chen , Lei Ma

The rapid adoption of LLMs in both research and industry highlights the challenges of deploying them safely and reveals a gap in the systematic evaluation of toxicity benchmarks. As organizations increasingly rely on these benchmarks to…

Artificial Intelligence · Computer Science 2026-05-12 Regina Gugg , Selina Niederländer , Andreas Stöckl , Martin Flechl

This paper presents a comprehensive analysis of the linguistic diversity of LLM safety research, highlighting the English-centric nature of the field. Through a systematic review of nearly 300 publications from 2020--2024 across major NLP…

Computation and Language · Computer Science 2025-06-02 Zheng-Xin Yong , Beyza Ermis , Marzieh Fadaee , Stephen H. Bach , Julia Kreutzer

Large Language Models (LLMs) rapidly reshape modern life, advancing fields from healthcare to education and beyond. However, alongside their remarkable capabilities lies a significant threat: the susceptibility of these models to…

Computation and Language · Computer Science 2025-05-16 Michael Fire , Yitzhak Elbazis , Adi Wasenstein , Lior Rokach

In the study of trustworthy Natural Language Processing (NLP), a number of important research fields have emerged, including that of explainability and privacy. While research interest in both explainable and privacy-preserving NLP has…

Computation and Language · Computer Science 2025-08-18 Mahdi Dhaini , Stephen Meisenbacher , Ege Erdogan , Florian Matthes , Gjergji Kasneci

As NLP models become more integrated with the everyday lives of people, it becomes important to examine the social effect that the usage of these systems has. While these models understand language and have increased accuracy on difficult…

Computation and Language · Computer Science 2022-04-21 Rajas Bansal

Recent natural language processing (NLP) techniques have accomplished high performance on benchmark datasets, primarily due to the significant improvement in the performance of deep learning. The advances in the research community have led…

Computation and Language · Computer Science 2022-10-24 Marwan Omar , Soohyeon Choi , DaeHun Nyang , David Mohaisen

The rapid advancements in large language models (LLMs) have revolutionized natural language processing, unlocking unprecedented capabilities in communication, automation, and knowledge generation. However, the ethical implications of LLM…

Computers and Society · Computer Science 2026-01-27 Javed I. Khan , Sharmila Rahman Prithula

Human oversight of AI is promoted as a safeguard against risks such as inaccurate outputs, system malfunctions, or violations of fundamental rights, and is mandated in regulation like the European AI Act. Yet debates on human oversight have…

Cryptography and Security · Computer Science 2026-03-06 Jonas C. Ditz , Veronika Lazar , Elmar Lichtmeß , Carola Plesch , Matthias Heck , Kevin Baum , Markus Langer

Synthetic biology is an emerging field that involves the engineering and re-design of organisms for purposes such as food security, health, and environmental protection. As such, it poses numerous ethical, legal, and social implications…

Information Retrieval · Computer Science 2022-07-14 Damien Dablain , Lilian Huang , Brandon Sepulvado

As users increasingly turn to LLMs for practical and personal advice, they become vulnerable to subtle steering toward hidden incentives misaligned with their own interests. While existing NLP research has benchmarked manipulation…

Computation and Language · Computer Science 2026-03-30 Jocelyn Shen , Amina Luvsanchultem , Jessica Kim , Kynnedy Smith , Valdemar Danry , Kantwon Rogers , Hae Won Park , Maarten Sap , Cynthia Breazeal

As large language models (LLMs) continue to evolve, it is critical to assess the security threats and vulnerabilities that may arise both during their training phase and after models have been deployed. This survey seeks to define and…

Cryptography and Security · Computer Science 2025-05-05 Francisco Aguilera-Martínez , Fernando Berzal

Large Language Models (LLMs) are swiftly advancing in architecture and capability, and as they integrate more deeply into complex systems, the urgency to scrutinize their security properties grows. This paper surveys research in the…

Computation and Language · Computer Science 2023-10-18 Erfan Shayegani , Md Abdullah Al Mamun , Yu Fu , Pedram Zaree , Yue Dong , Nael Abu-Ghazaleh

Large language models are widely deployed in high-stakes NLP tasks, yet risks such as bias, hallucination, adversarial vulnerability and unreliable generalization remain. Probe-based auditing reveals inconsistencies in model behavior.…

Computation and Language · Computer Science 2026-05-26 Most. Sharmin Sultana Samu , MD. Tanvir Ahmed Seum , Md. Rakibul Islam

Protecting cloud applications is critical in an era where security threats are increasingly sophisticated and persistent. Continuous Integration and Continuous Deployment (CI/CD) pipelines are particularly vulnerable, making innovative…

Cryptography and Security · Computer Science 2025-10-21 Sabbir M. Saleh , Nazim Madhavji , John Steinbacher

Cybercrime is a complex phenomenon that spans both technical and human aspects. As such, two disjoint areas have been studying the problem from separate angles: the information security community and the environmental criminology one.…

Cryptography and Security · Computer Science 2022-07-18 Colin C. Ife , Toby Davies , Steven J. Murdoch , Gianluca Stringhini
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