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Sarvnaz Karimi

5 accepted papers

2025

Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration

CVPR 2025poster

Diffusion-based Text-to-Image (T2I) models have demonstrated significant potential in image restoration. However, existing models continue to grapple with challenges such as complex training and prompt design. We introduce a new perspective for improving image restoration by injecting knowledge from…

Cited by 0SourcePDFScholar
2025

Question Answering in Climate Adaptation for Agriculture: Model Development and Evaluation with Expert Feedback

ACL 2025finding

The generative capabilities of the large language models (LLMs) are deployed for domain-specific question answering systems. However, their ability to answer climate adaptation questions remains unclear. In particular, can they be used by agronomists and climate scientists to answer questions on the…

2024

Born Differently Makes a Difference: Counterfactual Study of Bias in Biography Generation from a Data-to-Text Perspective

ACL 2024short

How do personal attributes affect biography generation? Addressing this question requires an identical pair of biographies where only the personal attributes of interest are different. However, it is rare in the real world. To address this, we propose a counterfactual methodology from a data-to-text…

Cited by 1SourcePDFScholar
2024

Understanding Faithfulness and Reasoning of Large Language Models on Plain Biomedical Summaries

EMNLP 2024finding

Generating plain biomedical summaries with Large Language Models (LLMs) can enhance the accessibility of biomedical knowledge to the public. However, how faithful the generated summaries are remains an open yet critical question. To address this, we propose FaReBio, a benchmark dataset with expert-a…