Towards robustness of text-to-SQL models against synonym substitution
Recently, there has been significant progress in studying neural networks to translate text
descriptions into SQL queries. Despite achieving good performance on some public …
descriptions into SQL queries. Despite achieving good performance on some public …
From text to multimodal: a survey of adversarial example generation in question answering systems
G Yigit, MF Amasyali - Knowledge and Information Systems, 2024 - Springer
Integrating adversarial machine learning with question answering (QA) systems has
emerged as a critical area for understanding the vulnerabilities and robustness of these …
emerged as a critical area for understanding the vulnerabilities and robustness of these …
Unified question generation with continual lifelong learning
Question Generation (QG), as a challenging Natural Language Processing task, aims at
generating questions based on given answers and context. Existing QG methods mainly …
generating questions based on given answers and context. Existing QG methods mainly …
Logically consistent adversarial attacks for soft theorem provers
Recent efforts within the AI community have yielded impressive results towards" soft theorem
proving" over natural language sentences using language models. We propose a novel …
proving" over natural language sentences using language models. We propose a novel …
From text to multimodal: a survey of adversarial example generation in question answering systems
G Yigit, MF Amasyali - arxiv preprint arxiv:2312.16156, 2023 - arxiv.org
Integrating adversarial machine learning with Question Answering (QA) systems has
emerged as a critical area for understanding the vulnerabilities and robustness of these …
emerged as a critical area for understanding the vulnerabilities and robustness of these …