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+ ---
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+ library_name: peft
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+ ---
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+
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+ # Model Card for Model ID
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+
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+ <!-- Provide a quick summary of what the model is/does. -->
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+
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+
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+
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+ ## Model Details
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+
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+ ### Model Description
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+
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+ <!-- Provide a longer summary of what this model is. -->
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+
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+
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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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+
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+ ### Model Sources [optional]
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+
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+ <!-- Provide the basic links for the model. -->
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+
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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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+
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+ ## Uses
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+
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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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+
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+ ### Direct Use
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+
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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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+
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+ ### Downstream Use [optional]
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+
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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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+
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+ [More Information Needed]
50
+
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+ ### Out-of-Scope Use
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+
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+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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+
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+ [More Information Needed]
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+
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+ ## Bias, Risks, and Limitations
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+
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+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+
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+ [More Information Needed]
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+
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+ ### Recommendations
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+
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+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+
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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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+
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+ ## How to Get Started with the Model
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+
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+ Use the code below to get started with the model.
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+
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+ [More Information Needed]
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+
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+ ## Training Details
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+
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+ ### Training Data
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+
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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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+
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+ [More Information Needed]
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+
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+ ### Training Procedure
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+
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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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+
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+ #### Preprocessing [optional]
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+
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+ [More Information Needed]
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+
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+
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+ #### Training Hyperparameters
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+
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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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+
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+ #### Speeds, Sizes, Times [optional]
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+
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+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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+
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+ [More Information Needed]
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+
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+ ## Evaluation
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+
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+ <!-- This section describes the evaluation protocols and provides the results. -->
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+
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+ ### Testing Data, Factors & Metrics
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+
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+ #### Testing Data
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+
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+ <!-- This should link to a Dataset Card if possible. -->
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+
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+ [More Information Needed]
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+
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+ #### Factors
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+
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+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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+
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+ [More Information Needed]
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+
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+ #### Metrics
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+
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+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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+
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+ [More Information Needed]
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+
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+ ### Results
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+
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+ [More Information Needed]
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+
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+ #### Summary
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+
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+
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+
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+ ## Model Examination [optional]
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+
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+ <!-- Relevant interpretability work for the model goes here -->
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+
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+ [More Information Needed]
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+
140
+ ## Environmental Impact
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+
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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 -->
143
+
144
+ 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).
145
+
146
+ - **Hardware Type:** [More Information Needed]
147
+ - **Hours used:** [More Information Needed]
148
+ - **Cloud Provider:** [More Information Needed]
149
+ - **Compute Region:** [More Information Needed]
150
+ - **Carbon Emitted:** [More Information Needed]
151
+
152
+ ## Technical Specifications [optional]
153
+
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+ ### Model Architecture and Objective
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+
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+ [More Information Needed]
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+
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+ ### Compute Infrastructure
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+
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+ [More Information Needed]
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+
162
+ #### Hardware
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+
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+ [More Information Needed]
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+
166
+ #### Software
167
+
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+ [More Information Needed]
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+
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+ ## Citation [optional]
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+
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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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+
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+ **BibTeX:**
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+
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+ [More Information Needed]
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+
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+ **APA:**
179
+
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+ [More Information Needed]
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+
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+ ## Glossary [optional]
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+
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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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+
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+ [More Information Needed]
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+
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+ ## More Information [optional]
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+
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+ [More Information Needed]
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+
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+ ## Model Card Authors [optional]
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+
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+ [More Information Needed]
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+
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+ ## Model Card Contact
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+
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+ [More Information Needed]
199
+ ### Framework versions
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+
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+ - PEFT 0.14.0
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+ ---
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+ tags:
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+ - exbert
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+ language:
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+ - multilingual
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+ - af
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+ - am
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+ - ar
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+ - as
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+ - az
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+ - be
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+ - bg
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+ - bn
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+ - br
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+ - bs
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+ - ca
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+ - cs
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+ - cy
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+ - da
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+ - de
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+ - el
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+ - en
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+ - eo
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+ - es
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+ - et
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+ - eu
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+ - fa
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+ - fi
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+ - fr
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+ - fy
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+ - ga
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+ - gd
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+ - gl
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+ - gu
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+ - ha
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+ - he
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+ - hi
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+ - hr
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+ - hu
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+ - hy
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+ - id
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+ - is
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+ - it
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+ - ja
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+ - jv
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+ - ka
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+ - kk
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+ - km
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+ - kn
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+ - ko
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+ - ku
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+ - ky
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+ - la
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+ - lo
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+ - lt
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+ - lv
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+ - mg
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+ - mk
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+ - ml
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+ - mn
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+ - mr
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+ - ms
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+ - my
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+ - ne
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+ - nl
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+ - no
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+ - om
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+ - or
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+ - pa
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+ - pl
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+ - ps
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+ - pt
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+ - ro
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+ - ru
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+ - sa
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+ - sd
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+ - si
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+ - sk
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+ - sl
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+ - so
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+ - sq
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+ - sr
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+ - su
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+ - sv
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+ - sw
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+ - ta
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+ - te
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+ - th
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+ - tl
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+ - tr
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+ - ug
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+ - uk
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+ - ur
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+ - uz
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+ - vi
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+ - xh
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+ - yi
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+ - zh
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+ license: mit
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+ ---
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+
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+ # XLM-RoBERTa (large-sized model)
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+
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+ XLM-RoBERTa model pre-trained on 2.5TB of filtered CommonCrawl data containing 100 languages. It was introduced in the paper [Unsupervised Cross-lingual Representation Learning at Scale](https://arxiv.org/abs/1911.02116) by Conneau et al. and first released in [this repository](https://github.com/pytorch/fairseq/tree/master/examples/xlmr).
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+
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+ Disclaimer: The team releasing XLM-RoBERTa did not write a model card for this model so this model card has been written by the Hugging Face team.
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+
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+ ## Model description
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+
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+ XLM-RoBERTa is a multilingual version of RoBERTa. It is pre-trained on 2.5TB of filtered CommonCrawl data containing 100 languages.
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+
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+ RoBERTa is a transformers model pretrained on a large corpus in a self-supervised fashion. This means it was pretrained on the raw texts only, with no humans labelling them in any way (which is why it can use lots of publicly available data) with an automatic process to generate inputs and labels from those texts.
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+
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+ More precisely, it was pretrained with the Masked language modeling (MLM) objective. Taking a sentence, the model randomly masks 15% of the words in the input then run the entire masked sentence through the model and has to predict the masked words. This is different from traditional recurrent neural networks (RNNs) that usually see the words one after the other, or from autoregressive models like GPT which internally mask the future tokens. It allows the model to learn a bidirectional representation of the sentence.
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+
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+ This way, the model learns an inner representation of 100 languages that can then be used to extract features useful for downstream tasks: if you have a dataset of labeled sentences for instance, you can train a standard classifier using the features produced by the XLM-RoBERTa model as inputs.
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+
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+ ## Intended uses & limitations
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+
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+ You can use the raw model for masked language modeling, but it's mostly intended to be fine-tuned on a downstream task. See the [model hub](https://huggingface.co/models?search=xlm-roberta) to look for fine-tuned versions on a task that interests you.
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+
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+ Note that this model is primarily aimed at being fine-tuned on tasks that use the whole sentence (potentially masked) to make decisions, such as sequence classification, token classification or question answering. For tasks such as text generation, you should look at models like GPT2.
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+
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+ ## Usage
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+
126
+ You can use this model directly with a pipeline for masked language modeling:
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+
128
+ ```python
129
+ >>> from transformers import pipeline
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+ >>> unmasker = pipeline('fill-mask', model='xlm-roberta-large')
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+ >>> unmasker("Hello I'm a <mask> model.")
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+
133
+ [{'score': 0.10563907772302628,
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+ 'sequence': "Hello I'm a fashion model.",
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+ 'token': 54543,
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+ 'token_str': 'fashion'},
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+ {'score': 0.08015287667512894,
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+ 'sequence': "Hello I'm a new model.",
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+ 'token': 3525,
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+ 'token_str': 'new'},
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+ {'score': 0.033413201570510864,
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+ 'sequence': "Hello I'm a model model.",
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+ 'token': 3299,
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+ 'token_str': 'model'},
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+ {'score': 0.030217764899134636,
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+ 'sequence': "Hello I'm a French model.",
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+ 'token': 92265,
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+ 'token_str': 'French'},
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+ {'score': 0.026436051353812218,
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+ 'sequence': "Hello I'm a sexy model.",
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+ 'token': 17473,
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+ 'token_str': 'sexy'}]
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+ ```
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+
155
+ Here is how to use this model to get the features of a given text in PyTorch:
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+
157
+ ```python
158
+ from transformers import AutoTokenizer, AutoModelForMaskedLM
159
+
160
+ tokenizer = AutoTokenizer.from_pretrained('xlm-roberta-large')
161
+ model = AutoModelForMaskedLM.from_pretrained("xlm-roberta-large")
162
+
163
+ # prepare input
164
+ text = "Replace me by any text you'd like."
165
+ encoded_input = tokenizer(text, return_tensors='pt')
166
+
167
+ # forward pass
168
+ output = model(**encoded_input)
169
+ ```
170
+
171
+ ### BibTeX entry and citation info
172
+
173
+ ```bibtex
174
+ @article{DBLP:journals/corr/abs-1911-02116,
175
+ author = {Alexis Conneau and
176
+ Kartikay Khandelwal and
177
+ Naman Goyal and
178
+ Vishrav Chaudhary and
179
+ Guillaume Wenzek and
180
+ Francisco Guzm{\'{a}}n and
181
+ Edouard Grave and
182
+ Myle Ott and
183
+ Luke Zettlemoyer and
184
+ Veselin Stoyanov},
185
+ title = {Unsupervised Cross-lingual Representation Learning at Scale},
186
+ journal = {CoRR},
187
+ volume = {abs/1911.02116},
188
+ year = {2019},
189
+ url = {http://arxiv.org/abs/1911.02116},
190
+ eprinttype = {arXiv},
191
+ eprint = {1911.02116},
192
+ timestamp = {Mon, 11 Nov 2019 18:38:09 +0100},
193
+ biburl = {https://dblp.org/rec/journals/corr/abs-1911-02116.bib},
194
+ bibsource = {dblp computer science bibliography, https://dblp.org}
195
+ }
196
+ ```
197
+
198
+ <a href="https://huggingface.co/exbert/?model=xlm-roberta-base">
199
+ <img width="300px" src="https://cdn-media.huggingface.co/exbert/button.png">
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+ </a>
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