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Tag

#vision-language

3 articles tagged #vision-language

arxivMay 5

InterChart: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information

arXiv:2508.07630v2 Announce Type: replace-cross Abstract: We introduce InterChart, a diagnostic benchmark that evaluates how well vision-language models (VLMs) reason across multiple related charts, a task central to real-world applications such as scientific reporting, financial analysis, and publi

#benchmark#vision-language#multimodal-reasoningRead on arxiv →
arxivApr 16bullish

Concrete Jungle: Towards Concreteness Paved Contrastive Negative Mining for Compositional Understanding

arXiv:2604.13313v1 Announce Type: new Abstract: Vision-Language Models demonstrate remarkable capabilities but often struggle with compositional reasoning, exhibiting vulnerabilities regarding word order and attribute binding. This limitation arises from a scarcity of informative samples needed to d

COSL2 models#machine-learning#vision-language#compositional-reasoningRead on arxiv →
arxivApr 3bullish

Prompt-Guided Prefiltering for VLM Image Compression

arXiv:2604.00314v1 Announce Type: cross Abstract: The rapid progress of large Vision-Language Models (VLMs) has enabled a wide range of applications, such as image understanding and Visual Question Answering (VQA). Query images are often uploaded to the cloud, where VLMs are typically hosted, hence

#image-compression#vision-language#efficiencyRead on arxiv →
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