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Programming Language
arXiv (Cornell University)
Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels?
2023
Recent multimodal large language models (MLLMs) have shown promising instruction following capabilities on vision-language tasks. In this work, we introduce VISUAL MODALITY INSTRUCTION (VIM), and investigate how well multimodal models can understand textual i…
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Programming Language

Language for communicating instructions to a machine

A programming language is a system of notation for writing computer programs.

A programming language is usually described in terms of its syntax (form) and semantics (meaning). These are usually defined by a formal language.

A language usually has at least one implementation in the form of a compiler or interpreter, allowing programs written in the language to be executed.

Programming language theory is the subfield of computer science that studies the design, implementation, analysis, characterization, and classification of programming languages.

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arXiv (Cornell University)
Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels?
2023
Recent multimodal large language models (MLLMs) have shown promising instruction following capabilities on vision-language tasks. In this work, we introduce VISUAL MODALITY INSTRUCTION (VIM), and investigate how well multimodal models can understand textual instructions provided in pixels, despite not being explicitly trained on such data during pretraining or fine-tuning. We adapt VIM to eight benchmarks, including OKVQA, MM-Vet, MathVista, MMMU, and probe diverse MLLMs in both the text-modality instruction (TEM)…
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