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A Survey of Multimodel Large Language Models
Z Liang, Y Xu, Y Hong, P Shang, Q Wang… - Proceedings of the 3rd …, 2024 - dl.acm.org
With the widespread application of the Transformer architecture in various modalities,
including vision, the technology of large language models is evolving from a single modality …
including vision, the technology of large language models is evolving from a single modality …
A survey on large language model based autonomous agents
Autonomous agents have long been a research focus in academic and industry
communities. Previous research often focuses on training agents with limited knowledge …
communities. Previous research often focuses on training agents with limited knowledge …
Visualwebarena: Evaluating multimodal agents on realistic visual web tasks
Autonomous agents capable of planning, reasoning, and executing actions on the web offer
a promising avenue for automating computer tasks. However, the majority of existing …
a promising avenue for automating computer tasks. However, the majority of existing …
Ll3da: Visual interactive instruction tuning for omni-3d understanding reasoning and planning
Abstract Recent progress in Large Multimodal Models (LMM) has opened up great
possibilities for various applications in the field of human-machine interactions. However …
possibilities for various applications in the field of human-machine interactions. However …
Seeclick: Harnessing gui grounding for advanced visual gui agents
Graphical User Interface (GUI) agents are designed to automate complex tasks on digital
devices, such as smartphones and desktops. Most existing GUI agents interact with the …
devices, such as smartphones and desktops. Most existing GUI agents interact with the …
Sphinx-x: Scaling data and parameters for a family of multi-modal large language models
We propose SPHINX-X, an extensive Multimodality Large Language Model (MLLM) series
developed upon SPHINX. To improve the architecture and training efficiency, we modify the …
developed upon SPHINX. To improve the architecture and training efficiency, we modify the …
Textmonkey: An ocr-free large multimodal model for understanding document
Y Liu, B Yang, Q Liu, Z Li, Z Ma, S Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
We present TextMonkey, a large multimodal model (LMM) tailored for text-centric tasks. Our
approach introduces enhancement across several dimensions: By adopting Shifted Window …
approach introduces enhancement across several dimensions: By adopting Shifted Window …
Mmt-bench: A comprehensive multimodal benchmark for evaluating large vision-language models towards multitask agi
Large Vision-Language Models (LVLMs) show significant strides in general-purpose
multimodal applications such as visual dialogue and embodied navigation. However …
multimodal applications such as visual dialogue and embodied navigation. However …
Promises and challenges of generative artificial intelligence for human learning
Generative artificial intelligence (GenAI) holds the potential to transform the delivery,
cultivation and evaluation of human learning. Here the authors examine the integration of …
cultivation and evaluation of human learning. Here the authors examine the integration of …
You only look at screens: Multimodal chain-of-action agents
Autonomous graphical user interface (GUI) agents aim to facilitate task automation by
interacting with the user interface without manual intervention. Recent studies have …
interacting with the user interface without manual intervention. Recent studies have …