MAmmoTH-VL/MAmmoTH-VL-Instruct-12M

Dataset

66

stars

30

commits

2

linked in READMEs

Jan 5, 2025

updated

CoT
math
reasoning
Browse cluster: Math, Code, and Reasoning in LLMs β†’

README

MAmmoTH-VL-Instruct-12M

🏠 Homepage | πŸ€– MAmmoTH-VL-8B | πŸ’» Code | πŸ“„ Arxiv | πŸ“• PDF | πŸ–₯️ Demo

Introduction

Our simple yet scalable visual instruction data rewriting pipeline consists of three steps: manual data source collection, rewriting using MLLMs/LLMs, and filtering via the same MLLM as a judge. Examples below illustrate transformations in math and science categories, showcasing detailed, step-by-step responses.

Overview

The data distribution of MAmmoTH-VL-Instruct (12M)

Project Framework

Citation

@article{guo2024mammothvlelicitingmultimodalreasoning,
      title={MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale}, 
      author={Jarvis Guo and Tuney Zheng and Yuelin Bai and Bo Li and Yubo Wang and King Zhu and Yizhi Li and Graham Neubig and Wenhu Chen and Xiang Yue},
      year={2024},
      eprint={2412.05237},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2412.05237}, 
}

Contributors

KerwinJob

22 commits

paralym

6 commits

aaabiao

1 commits

yuexiang96

1 commits

MAmmoTH-VL/MAmmoTH-VL-Instruct-12M

Dataset

66

stars

30

commits

2

linked in READMEs

Jan 5, 2025

updated

CoT
math
reasoning
Browse cluster: Math, Code, and Reasoning in LLMs β†’

README

MAmmoTH-VL-Instruct-12M

🏠 Homepage | πŸ€– MAmmoTH-VL-8B | πŸ’» Code | πŸ“„ Arxiv | πŸ“• PDF | πŸ–₯️ Demo

Introduction

Our simple yet scalable visual instruction data rewriting pipeline consists of three steps: manual data source collection, rewriting using MLLMs/LLMs, and filtering via the same MLLM as a judge. Examples below illustrate transformations in math and science categories, showcasing detailed, step-by-step responses.

Overview

The data distribution of MAmmoTH-VL-Instruct (12M)

Project Framework

Citation

@article{guo2024mammothvlelicitingmultimodalreasoning,
      title={MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale}, 
      author={Jarvis Guo and Tuney Zheng and Yuelin Bai and Bo Li and Yubo Wang and King Zhu and Yizhi Li and Graham Neubig and Wenhu Chen and Xiang Yue},
      year={2024},
      eprint={2412.05237},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2412.05237}, 
}

Contributors

KerwinJob

22 commits

paralym

6 commits

aaabiao

1 commits

yuexiang96

1 commits