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Updated phrasing for readme

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  1. README.md +1 -2
README.md CHANGED
@@ -19,7 +19,6 @@ BitAgent-8B is an open-source, tool-calling language model fine-tuned and incent
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  ## Key Features
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  - **Enhanced Tool Usage**: Fine-tuned to select, utilize, and chain functions from a toolset effectively.
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- - **Multi-Turn Dialogue**: Maintains context across turns, enabling complex tasks with step-by-step interactions.
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  - **BFCL-Style Adherence**: Engineered for strong performance on the [Berkeley Function Calling Leaderboard](https://gorilla.cs.berkeley.edu/leaderboard.html).
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  - **Decentralized & Community Driven**: Developed and hosted on a global, miner-supported network (Subnet #20 on Bittensor), encouraging open contribution and verifying model performance without reliance on centralized resources.
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@@ -41,7 +40,7 @@ While some high-ranking small-form models on BFCL appear to overfit specific fun
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  **BitAgent-8B** was developed with an **incentive mechanism** on Bittensor Subnet #20:
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  - Miners contributed compute to fine-tune and host candidate models.
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  - Validators continuously tested these models on domain-specific tool-calling prompts.
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- - Reward signals drove iterative improvements and overcame overfitting pitfalls.
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  This ecosystem ensures BitAgent-8B remains:
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  1. **Adaptable** to new tasks.
 
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  ## Key Features
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  - **Enhanced Tool Usage**: Fine-tuned to select, utilize, and chain functions from a toolset effectively.
 
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  - **BFCL-Style Adherence**: Engineered for strong performance on the [Berkeley Function Calling Leaderboard](https://gorilla.cs.berkeley.edu/leaderboard.html).
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  - **Decentralized & Community Driven**: Developed and hosted on a global, miner-supported network (Subnet #20 on Bittensor), encouraging open contribution and verifying model performance without reliance on centralized resources.
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  **BitAgent-8B** was developed with an **incentive mechanism** on Bittensor Subnet #20:
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  - Miners contributed compute to fine-tune and host candidate models.
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  - Validators continuously tested these models on domain-specific tool-calling prompts.
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+ - Incentive mechanism drove iterative improvements and overcame overfitting pitfalls.
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  This ecosystem ensures BitAgent-8B remains:
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  1. **Adaptable** to new tasks.