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@@ -53,12 +53,11 @@ The model is a single shot fine tuned Instruct LLM in Hindi and dialects
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  <!-- Provide a longer summary of what this model is/does. -->
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  The model is a single shot fine tuned Instruct LLM in Hindi and dialects
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- - **Developed by:** More information needed
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- - **Shared by [Optional]:** More information needed
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- - **Model type:** Language model
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  - **Language(s) (NLP):** hin, bho, mai, doi
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  - **License:** other
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- - **Parent Model:** More information needed
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  - **Resources for more information:** More information needed
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@@ -95,7 +94,9 @@ The model is a single shot fine tuned Instruct LLM in Hindi and dialects
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). Predictions generated by the model may include disturbing and harmful stereotypes across protected classes; identity characteristics; and sensitive, social, and occupational groups.
 
 
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  ## Recommendations
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  # How to Get Started with the Model
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  Use the code below to get started with the model.
 
 
 
 
 
 
 
 
 
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  <details>
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  <summary> Click to expand </summary>
 
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  <!-- Provide a longer summary of what this model is/does. -->
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  The model is a single shot fine tuned Instruct LLM in Hindi and dialects
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+ - **Developed by:** Nikhil Malhotra, Nilesh Brahme, Satish Mishra, Vinay Sharma (Makers Lab, TechMahindra)
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+ - **Model type:** Foundational Language model
 
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  - **Language(s) (NLP):** hin, bho, mai, doi
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  - **License:** other
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+ - **Parent Model:** It is the parent model on GPT architecture
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  - **Resources for more information:** More information needed
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+ Significant research has explored bias and fairness issues with language models
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+ (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)).
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+ Predictions generated by the model may include disturbing and harmful stereotypes across protected classes; identity characteristics; and sensitive, social, and occupational groups.
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  ## Recommendations
 
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  # How to Get Started with the Model
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  Use the code below to get started with the model.
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+ # Use a pipeline as a high-level helper
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+ from transformers import pipeline
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+ pipe = pipeline("text-generation", model="nickmalhotra/Indus_1.175B")
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+
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+ # Load model directly
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+
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+ tokenizer = AutoTokenizer.from_pretrained("nickmalhotra/Indus_1.175B")
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+ model = AutoModelForCausalLM.from_pretrained("nickmalhotra/Indus_1.175B")
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  <details>
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  <summary> Click to expand </summary>