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@@ -6,6 +6,9 @@ During the first K2 training phase, we encountered two loss spikes.
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  <img src="k2_spike_1.png" alt="k2 spike 1"/>
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  ## About the LLM360 Research Suite
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  The LLM360 Research Suite is a comprehensive set of large language model (LLM) artifacts from Amber, CrystalCoder, and K2 for academic and industry researchers to explore LLM training dynamics. Additional resources can be found at llm360.ai.
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  <img src="k2_spike_1.png" alt="k2 spike 1"/>
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+ ## Uses
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+ Loss spikes are still a relatively unknown phenomena. By making these spikes and associated training details available, we hope others use these artifacts to further the worlds knowledge on this topic.
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+
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  ## About the LLM360 Research Suite
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  The LLM360 Research Suite is a comprehensive set of large language model (LLM) artifacts from Amber, CrystalCoder, and K2 for academic and industry researchers to explore LLM training dynamics. Additional resources can be found at llm360.ai.
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