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@@ -3,8 +3,6 @@ library_name: transformers
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  tags:
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  - multimodal
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  - multilingual
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- - llm
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- - vision
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  - vlm
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  - translation
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  language:
@@ -29,6 +27,7 @@ language:
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  base_model:
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  - Unbabel/Tower-Plus-2B
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  pipeline_tag: image-text-to-text
 
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  ---
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  # Model Card for TowerVision
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  This model card covers the TowerVision family, including the 2B and 9B parameter versions, both in their instruct-tuned (it) and pretrained (pt) variants, with the latter not undergoing instruction tuning.
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- - **Point of Contact**: X (add some email here)
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- - **License**: Apache 2.0
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  - **Model Family**: TowerVision (2B, 9B variants)
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  - **Context length**: 8192 tokens
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  - **Languages**: 20+ languages including European, Asian, and other language families
@@ -62,6 +59,9 @@ This model card covers the TowerVision family, including the 2B and 9B parameter
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  ## How to Use TowerVision
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  ### Quick Start with Transformers
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  <details open>
@@ -337,12 +337,6 @@ If you find TowerVision useful in your research, please consider citing the foll
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  For errors or additional questions about details in this model card, contact the research team.
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- ## Terms of Use
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-
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- We hope that the release of this model will make community-based research efforts more accessible by releasing the weights of highly performant multilingual vision-language models to researchers all over the world.
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-
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- This model is governed by the Apache 2.0 License.
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-
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  ## Acknowledgments
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  TowerVision builds upon the excellent work of:
 
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  tags:
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  - multimodal
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  - multilingual
 
 
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  - vlm
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  - translation
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  language:
 
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  base_model:
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  - Unbabel/Tower-Plus-2B
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  pipeline_tag: image-text-to-text
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+ license: cc-by-nc-sa-4.0
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  ---
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  # Model Card for TowerVision
 
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  This model card covers the TowerVision family, including the 2B and 9B parameter versions, both in their instruct-tuned (it) and pretrained (pt) variants, with the latter not undergoing instruction tuning.
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  - **Model Family**: TowerVision (2B, 9B variants)
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  - **Context length**: 8192 tokens
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  - **Languages**: 20+ languages including European, Asian, and other language families
 
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  ## How to Use TowerVision
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+ When using the model, make sure your prompt is formated correctly!
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+ Also, we recommend using **bfloat16** rather than **fp32/16**
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+
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  ### Quick Start with Transformers
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  <details open>
 
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  For errors or additional questions about details in this model card, contact the research team.
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  ## Acknowledgments
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  TowerVision builds upon the excellent work of: