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Papers
Not Just What’s There: Enabling CLIP to Comprehend Negated Visual Descriptions Without Fine-Tuning
AAAI 2026
Thunder-NUBench: A Benchmark for LLMs’ Sentence-Level Negation Understanding
EACL 2026
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation
NAACL 2025
Know "No" Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP
ICCV 2025
Learning the Power of "No": Foundation Models with Negations
WACV 2025
NegVQA: Can Vision Language Models Understand Negation?
ACL 2025
The Impact of Negated Text on Hallucination with Large Language Models
EMNLP 2025
Vision-Language Models Do Not Understand Negation
CVPR 2025
How and where does CLIP process negation?
ACL 2024
Paraphrasing in Affirmative Terms Improves Negation Understanding
ACL 2024
To Learn or Not to Learn: Replaced Token Detection for Learning the Meaning of Negation
COLING 2024
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language Models
ACL 2023
Language models are not naysayers: an analysis of language models on negation benchmarks
ACL 2023
NLMs: Augmenting Negation in Language Models
EMNLP 2023
This is not a Dataset: A Large Negation Benchmark to Challenge Large Language Models
EMNLP 2023
Context Matters: A Pragmatic Study of PLMs’ Negation Understanding
ACL 2022
A Bag of Tricks for Dialogue Summarization
EMNLP 2021
Investigating Negation in Pre-trained Vision-and-language Models
EMNLP 2021