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  library_name: transformers
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- tags: []
 
 
 
 
 
 
 
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  ---
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  # Model Card for Model ID
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  <!-- Provide a quick summary of what the model is/does. -->
 
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  ### Model Description
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  <!-- Provide a longer summary of what this model is. -->
 
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- This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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-
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- - **Developed by:** [More Information Needed]
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  - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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- - **Model type:** [More Information Needed]
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- - **Language(s) (NLP):** [More Information Needed]
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- - **License:** [More Information Needed]
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- - **Finetuned from model [optional]:** [More Information Needed]
 
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  ### Model Sources [optional]
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  <!-- Provide the basic links for the model. -->
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- - **Repository:** [More Information Needed]
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- - **Paper [optional]:** [More Information Needed]
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- - **Demo [optional]:** [More Information Needed]
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- ## Uses
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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- ### Direct Use
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- <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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  [More Information Needed]
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- ### Downstream Use [optional]
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  <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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- [More Information Needed]
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- ### Out-of-Scope Use
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  <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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- [More Information Needed]
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- ## Bias, Risks, and Limitations
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- [More Information Needed]
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- ### Recommendations
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  <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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  ## How to Get Started with the Model
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@@ -75,74 +84,74 @@ Use the code below to get started with the model.
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  ## Training Details
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- ### Training Data
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  <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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- [More Information Needed]
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- ### Training Procedure
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  <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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- #### Preprocessing [optional]
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- [More Information Needed]
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- #### Training Hyperparameters
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- - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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- #### Speeds, Sizes, Times [optional]
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  <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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- [More Information Needed]
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- ## Evaluation
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  <!-- This section describes the evaluation protocols and provides the results. -->
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- ### Testing Data, Factors & Metrics
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- #### Testing Data
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  <!-- This should link to a Dataset Card if possible. -->
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- [More Information Needed]
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- #### Factors
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  <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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- [More Information Needed]
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- #### Metrics
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  <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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- [More Information Needed]
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- ### Results
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- [More Information Needed]
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- #### Summary
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- ## Model Examination [optional]
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  <!-- Relevant interpretability work for the model goes here -->
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- [More Information Needed]
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- ## Environmental Impact
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  <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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  - **Hardware Type:** [More Information Needed]
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  - **Hours used:** [More Information Needed]
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  #### Software
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- [More Information Needed]
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  ## Citation [optional]
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- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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- **BibTeX:**
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- [More Information Needed]
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- **APA:**
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- [More Information Needed]
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- ## Glossary [optional]
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- <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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- [More Information Needed]
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- ## More Information [optional]
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- [More Information Needed]
 
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  ## Model Card Authors [optional]
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- [More Information Needed]
 
 
 
 
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  ## Model Card Contact
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-
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- [More Information Needed]
 
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  ---
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  library_name: transformers
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+ tags:
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+ - headline-generation
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+ - tags-generation
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+ - multilingual
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+ license: cc-by-sa-4.0
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+ datasets:
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+ - faisaltareque/XL-HeadTags
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+ pipeline_tag: text2text-generation
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  ---
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  # Model Card for Model ID
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  <!-- Provide a quick summary of what the model is/does. -->
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+ This is a Text-to-Text model for generating headlines and tags from news articles.
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  ### Model Description
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  <!-- Provide a longer summary of what this model is. -->
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+ This model is a Text-to-Text model for generating headlines and tags from news articles. This is a mT5 model finetuned on the **XL-HeadTags** multilingual dataset [(read more)](https://aclanthology.org/2024.findings-acl.771/).
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+ <!-- - **Developed by:** [More Information Needed]
 
 
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  - **Funded by [optional]:** [More Information Needed]
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+ - **Shared by [optional]:** [More Information Needed] -->
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+
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+ <!-- - **Language(s) (NLP):** [More Information Needed]
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+ - **License:** [More Information Needed] -->
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+ - **Model type:** T5
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+ - **Finetuned from model :** [mT5](https://huggingface.co/google/mt5-base)
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  ### Model Sources [optional]
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  <!-- Provide the basic links for the model. -->
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+ - **Repository:** [XL-HeadTags](https://github.com/faisaltareque/XL-HeadTags)
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+ - **Paper:** [XL-HeadTags](https://aclanthology.org/2024.findings-acl.771/)
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+ <!-- - **Demo [optional]:** [More Information Needed] -->
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+ <!-- ## Uses -->
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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+ <!-- ### Direct Use -->
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+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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+ <!--
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  [More Information Needed]
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+ ### Downstream Use [optional] -->
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  <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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+ <!-- [More Information Needed]
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+ ### Out-of-Scope Use -->
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  <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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+ <!-- [More Information Needed]
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+ ## Bias, Risks, and Limitations -->
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+ <!-- [More Information Needed] -->
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+ <!-- ### Recommendations -->
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  <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+ <!-- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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  ## How to Get Started with the Model
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  ## Training Details
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+ ### Training Data -->
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  <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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+ <!-- [More Information Needed]
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+ ### Training Procedure -->
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  <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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+ <!-- #### Preprocessing [optional]
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+ [More Information Needed] -->
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+ <!-- #### Training Hyperparameters
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+ - **Training regime:** [More Information Needed] fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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+ <!-- #### Speeds, Sizes, Times [optional] -->
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  <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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+ <!-- [More Information Needed]
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+ ## Evaluation -->
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  <!-- This section describes the evaluation protocols and provides the results. -->
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+ <!-- ### Testing Data, Factors & Metrics
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+ #### Testing Data -->
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  <!-- This should link to a Dataset Card if possible. -->
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+ <!-- [More Information Needed]
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+ #### Factors -->
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  <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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+ <!-- [More Information Needed]
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+ #### Metrics -->
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  <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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+ <!-- [More Information Needed]
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+ ### Results -->
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+ <!-- [More Information Needed]
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+ #### Summary -->
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+ <!-- ## Model Examination [optional] -->
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  <!-- Relevant interpretability work for the model goes here -->
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+ <!-- [More Information Needed]
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+ ## Environmental Impact -->
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  <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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+ <!-- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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  - **Hardware Type:** [More Information Needed]
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  - **Hours used:** [More Information Needed]
 
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  #### Software
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+ [More Information Needed] -->
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  ## Citation [optional]
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+ ```
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+ @inproceedings{shohan-etal-2024-xl,
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+ title = "{XL}-{H}ead{T}ags: Leveraging Multimodal Retrieval Augmentation for the Multilingual Generation of News Headlines and Tags",
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+ author = "Shohan, Faisal and
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+ Nayeem, Mir Tafseer and
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+ Islam, Samsul and
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+ Akash, Abu Ubaida and
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+ Joty, Shafiq",
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+ editor = "Ku, Lun-Wei and
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+ Martins, Andre and
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+ Srikumar, Vivek",
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+ booktitle = "Findings of the Association for Computational Linguistics ACL 2024",
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+ month = aug,
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+ year = "2024",
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+ address = "Bangkok, Thailand and virtual meeting",
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+ publisher = "Association for Computational Linguistics",
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+ url = "https://aclanthology.org/2024.findings-acl.771",
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+ pages = "12991--13024"
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+ }
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+ ```
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  ## Model Card Authors [optional]
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+ - Faisal Tareque Shohan (faisaltareque@hotmail.com)
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+ - Mir Tafseer Nayeem (mnayeem@ualberta.ca)
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+ - Samsul Islam (samsulratul98@gmail.com)
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+ - Abu Ubaida Akash (abu.ubaida.akash@usherbrooke.ca)
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+ - Shafiq Joty (sjoty@salesforce.com)
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  ## Model Card Contact
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+ [Faisal Tareque Shohan](mailto:faisaltareque@hotmail.com)