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Author

Kiet Van Nguyen

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Conference Aug 2026

Efficient Frame Retrieval for Traffic Law Question Answering over Dashcam Videos

Traffic Law Question Answering over dashcam videos requires both accurate visual evidence selection and reliable multimodal reasoning. This task is especially challenging in Vietnamese traffic scenes, where road environments are dense, diverse, and highly dynamic. In this paper, we present a resource-efficient two-stag...

Van-Hoang Le, Duc-Vu Nguyen, Kiet Van Nguyen et al. · 0 citations
Conference Aug 2026

Graph-based Multi-Agent LLM Framework for OCR-based Visual Question Answering

Recent advances in Large Language Models (LLMs) have improved reasoning in multimodal tasks such as Visual Question Answering (VQA). However, in OCR-centric scenarios such as signboard VQA, existing approaches remain vulnerable to hallucination, weak verification, and inconsistent reasoning when integrating visual and...

T. Dang, H. Nguyen, Kiet Van Nguyen · 0 citations
Conference Aug 2026

ViePAWS: A Vietnamese Adversarial Dataset for Paraphrase Identification under LLM-based Word Scrambling

Paraphrase identification remains challenging when sentence pairs exhibit high lexical overlap but subtle semantic differences, as models often rely on surface similarity rather than true meaning. Existing benchmarks such as PAWS highlight this issue, but comparable resources for Vietnamese are still lacking. In this p...

Sang Quang Nguyen, Kiet Van Nguyen, N. L. Nguyen et al. · 0 citations

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