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Taiji Li

3 accepted papers

2024

Dynamic Knowledge Prompt for Chest X-ray Report Generation

COLING 2024main

Automatic generation of radiology reports can relieve the burden of radiologist. In the radiology library, the biased dataset and the sparse features of chest X-ray image make it difficult to generate reports. Many approaches strive to integrate prior information to enhance generation, but they fail…

2024

Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency

COLING 2024main

Despite large language models (LLMs) have demonstrated impressive performance in various tasks, they are still suffering from the factual inconsistency problem called hallucinations. For instance, LLMs occasionally generate content that diverges from source article, and prefer to extract information…

2024

Instance-level Expert Knowledge and Aggregate Discriminative Attention for Radiology Report Generation

CVPR 2024poster

Automatic radiology report generation can provide substantial advantages to clinical physicians by effectively reducing their workload and improving efficiency. Despite the promising potential of current methods challenges persist in effectively extracting and preventing degradation of prominent fea…