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DeepSeek-R1-Qwen2.5-1.5b-SFT-R1-JSON-Unstructured-To-StructuredMasterControlAIML
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1.5B Params BF16 Open Weights Inference Available

The MasterControlAIML/DeepSeek-R1-Qwen2.5-1.5b-SFT-R1-JSON-Unstructured-To-Structured model is a 1.5 billion parameter Qwen2-based language model, fine-tuned by MasterControlAIML, specifically designed for transforming unstructured text into structured JSON outputs. It excels at mapping hierarchical text data to a predefined JSON schema, ensuring strict adherence to the schema's structure and rules. This model is optimized for efficient inference and advanced data extraction tasks, particularly for documents like manuals and QA documents.

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Parameters:1.5BContext length:32kArchitecture:TransformerPrecision:BF16Quantized variants:AvailableLast updated:February 2025
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MasterControlAIML/DeepSeek-R1-Qwen2.5-1.5b-SFT-R1-JSON-Unstructured-To-Structured
Popular Sampler Settings

Most commonly used values from Featherless users

temperature

This setting influences the sampling randomness. Lower values make the model more deterministic; higher values introduce randomness. Zero is greedy sampling.

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top_p

This setting controls the cumulative probability of considered top tokens. Must be in (0, 1]. Set to 1 to consider all tokens.

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top_k

This limits the number of top tokens to consider. Set to -1 to consider all tokens.

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frequency_penalty

This setting penalizes new tokens based on their frequency in the generated text. Values > 0 encourage new tokens; < 0 encourages repetition.

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presence_penalty

This setting penalizes new tokens based on their presence in the generated text so far. Values > 0 encourage new tokens; < 0 encourages repetition.

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repetition_penalty

This setting penalizes new tokens based on their appearance in the prompt and generated text. Values > 1 encourage new tokens; < 1 encourages repetition.

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min_p

This setting representing the minimum probability for a token to be considered relative to the most likely token. Must be in [0, 1]. Set to 0 to disable.

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