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@@ -286,18 +286,6 @@ Geilim is evaluated on:
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  - **Response conciseness** (< 150 chars = concise)
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  - **Reasoning traces** (should be absent from output, present in hidden states)
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- ### Test Script
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- ```bash
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- python test_geilim.py
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- ```
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- Compares Geilim vs Llama-3.2-1B-Instruct baseline on 8 reasoning tasks.
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-
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- ### Run Benchmarks
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- ```bash
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- python run_lmeval.py
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- ```
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- Evaluates on: WinoGrande, ARC (easy/challenge), HellaSwag, PIQA.
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-
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  ---
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  ## 🎯 Use Cases
 
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  - **Response conciseness** (< 150 chars = concise)
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  - **Reasoning traces** (should be absent from output, present in hidden states)
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  ---
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  ## 🎯 Use Cases