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@@ -23,17 +23,17 @@ For a detailed explanation of the methodology and experiments, please refer to o
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- # πŸ“Š Reproduce the Results
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  To reproduce the experiments and benchmarks from the paper, follow the instructions provided in the official GitHub repository:
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  [πŸ‘‰ GitHub: OpenBMB/PIP-KAG](https://github.com/OpenBMB/PIP-KAG).
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- # πŸ“ Model Details
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  Model Name: PIP-KAG-7B
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  Architecture: LLaMA3-8B-Instruct with Parametric Pruning
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  Training Data: [CoConflictQA](https://huggingface.co/datasets/chengpingan/PIP-KAG) Dataset
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  Pretrained Tasks: Knowledge-Augmented Generation, Contextual Faithfulness Evaluation
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- # πŸ”– Citation
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  If you use PIP-KAG in your work, please consider citing our paper:
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  ```
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  @misc{huang2025pipkagmitigatingknowledgeconflicts,
@@ -48,4 +48,3 @@ If you use PIP-KAG in your work, please consider citing our paper:
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  ```
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- - PEFT 0.14.0 -->
 
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  ---
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+ ## πŸ“Š Reproduce the Results
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  To reproduce the experiments and benchmarks from the paper, follow the instructions provided in the official GitHub repository:
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  [πŸ‘‰ GitHub: OpenBMB/PIP-KAG](https://github.com/OpenBMB/PIP-KAG).
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+ ## πŸ“ Model Details
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  Model Name: PIP-KAG-7B
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  Architecture: LLaMA3-8B-Instruct with Parametric Pruning
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  Training Data: [CoConflictQA](https://huggingface.co/datasets/chengpingan/PIP-KAG) Dataset
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  Pretrained Tasks: Knowledge-Augmented Generation, Contextual Faithfulness Evaluation
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+ ## πŸ”– Citation
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  If you use PIP-KAG in your work, please consider citing our paper:
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  ```
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  @misc{huang2025pipkagmitigatingknowledgeconflicts,
 
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  ```
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