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@@ -16,30 +16,15 @@ slim-sentiment has been fine-tuned for **sentiment analysis** function calls, ge
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  SLIM models re-imagine traditional 'hard-coded' classifiers through the use of function calls, and to provide a natural language flexible tool that can be used as decision gates and processing steps in a complex LLM-based automation workflow.
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- Each slim model has a corresponding 'tool' in a separate repository, e.g., [**'slim-sentiment-tool'**](https://huggingface.co/llmware/slim-sentiment-tool), which a 4-bit quantized gguf version of the model that is intended to be used for inference.
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- ### Model Description
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- <!-- Provide a longer summary of what this model is. -->
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- - **Developed by:** llmware
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- - **Model type:** SLIM - small, specialized LLM generating structured outputs
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- - **Language(s) (NLP):** English
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- - **License:** Apache 2.0
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- - **Finetuned from model:** Tiny Llama 1B
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  ## Prompt format:
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- "<human> " + {text} + "\n" +
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- "<{function}> " + {keys} + "</{function}>" +
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- "/n<bot>:"
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  <details>
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- <summary><b>Getting Started with Transformers Script </b> </summary>
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  model = AutoModelForCausalLM.from_pretrained("llmware/slim-sentiment")
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  tokenizer = AutoTokenizer.from_pretrained("llmware/slim-sentiment")
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  </details>
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  <details>
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  <summary><b>Using as Function Call in LLMWare</b></summary>
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  SLIM models re-imagine traditional 'hard-coded' classifiers through the use of function calls, and to provide a natural language flexible tool that can be used as decision gates and processing steps in a complex LLM-based automation workflow.
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+ Each slim model has a corresponding 'quantized tool' version, e.g., [**'slim-sentiment-tool'**](https://huggingface.co/llmware/slim-sentiment-tool).
 
 
 
 
 
 
 
 
 
 
 
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  ## Prompt format:
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+ `"<human> " + {text} + "\n" + "<{function}> " + {keys} + "</{function}>" + "/n<bot>:" `
 
 
 
 
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  <details>
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+ <summary><b> Getting Started with Transformers Script </b> </summary>
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  model = AutoModelForCausalLM.from_pretrained("llmware/slim-sentiment")
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  tokenizer = AutoTokenizer.from_pretrained("llmware/slim-sentiment")
 
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  </details>
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  <details>
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  <summary><b>Using as Function Call in LLMWare</b></summary>
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