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  For the first time among Korean-targeted LLMs, we’re releasing **intermediate checkpoints** from the Tri family—**0.5B**, **1.9B**, and **7B**—to advance research on LLM training dynamics.
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- Checkpoints are published **every 20,000 steps (≈40B tokens)**, and each step’s release is distinguished by its **branch name** so you can easily navigate between versions and analyze training progress at consistent intervals.
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  You can grab the **Tri-7B** model here: [https://huggingface.co/trillionlabs/Tri-7B](https://huggingface.co/trillionlabs/Tri-7B?utm_source=chatgpt.com).
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  For the first time among Korean-targeted LLMs, we’re releasing **intermediate checkpoints** from the Tri family—**0.5B**, **1.9B**, and **7B**—to advance research on LLM training dynamics.
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+ Checkpoints are published **every 20,000 steps (≈20B tokens for 0.5B, ≈40B tokens for 1.9B and 7B, ≈160B tokens for 70B)**, and each step’s release is distinguished by its **branch name** so you can easily navigate between versions and analyze training progress at consistent intervals.
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  You can grab the **Tri-7B** model here: [https://huggingface.co/trillionlabs/Tri-7B](https://huggingface.co/trillionlabs/Tri-7B?utm_source=chatgpt.com).
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