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README.md

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 # LLM360 Research Suite: K2 Loss Spike 1
 We encountered two major loss spikes while [training K2](https://huggingface.co/LLM360/K2). 
-* The first loss spike occured after X checkpoints and lasted over ~34 checkpoints. We restarted training at checkpoint X and training returned to normal.
-* The [second loss spike](https://huggingface.co/LLM360/K2-Spike-2/) occured after restarting training to fix the first loss spike at checkpoint X and lasted from ~8 checkpoints.
+* The first loss spike occurred after X checkpoints and lasted over ~34 checkpoints. We restarted training at checkpoint X and training returned to normal.
+* The [second loss spike](https://huggingface.co/LLM360/K2-Spike-2/) occurred after restarting training to fix the first loss spike at checkpoint X and lasted from ~8 checkpoints.
 
 We are releasing these checkpoints so others can study this interesting phenomena in large model training.