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@@ -19,14 +19,14 @@ Calibration uses natural top-k routing rather than forcing all experts to activa
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  ### Calibration dataset
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- Three calibration passes were run:
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- 1. **Coding pass** β€” Agentic coding samples (tool calling, multi-turn code generation, function calling) with English and Chinese system prompts.
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- 2. **Broad pass** β€” Large-scale diverse samples drawn from WildChat-NonToxic and LMSYS-Chat covering real user conversations across a wide range of topics and languages.
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- 3. **Deep pass** β€” Long-context samples (>8K tokens) from coding and diverse sources to exercise deep-sequence expert activation patterns.
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- 4. **Image pass** β€” Image question-answering prompts, with the input images drawn from a large collection of public, high quality image datasets.
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- 5. **Audio pass** β€” Medium-size dataset of mostly speech.
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- 6. **Video pass** β€” Diverse set of video question-answering prompts, with a wide variety of input videos of different durations and resolutions.
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  ### Requirements
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  ### Calibration dataset
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+ Six calibration passes were run:
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+
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+ 1. **Coding** β€” Agentic coding samples (tool calling, multi-turn code generation, function calling) with English and Chinese system prompts.
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+ 2. **Broad** β€” Large-scale diverse samples drawn from WildChat-NonToxic and LMSYS-Chat covering real user conversations across a wide range of topics and languages.
26
+ 3. **Deep** β€” Long-context samples (>8K tokens) from coding and diverse sources to exercise deep-sequence expert activation patterns.
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+ 4. **Image** β€” Image question-answering prompts, with the input images drawn from a large collection of public, high quality image datasets.
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+ 5. **Audio** β€” Medium-size dataset of mostly speech.
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+ 6. **Video** β€” Diverse set of video question-answering prompts, with a wide variety of input videos of different durations and resolutions.
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  ### Requirements
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