Update README.md

README.md

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 # Intermediate Checkpoints Release
 
 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. We release checkpoints at regular step intervals— **≈20B tokens (0.5B), ≈40B (1.9B), and ≈160B (7B & 70B)** —enabling consistent analysis of training dynamics. Each step’s release is distinguished by its **branch name**.
-
-- You can grab the **Tri-7B** model here: [https://huggingface.co/trillionlabs/Tri-7B](https://huggingface.co/trillionlabs/Tri-7B?utm_source=chatgpt.com). 
-- You can grab the **Tri-70B** preview model here: [https://huggingface.co/trillionlabs/Tri-70B-preview-SFT](https://huggingface.co/trillionlabs/Tri-70B-preview-SFT).
-
 We’re also sharing the **0.5B** and **1.9B** runs—originally produced for system bring-up but now available as valuable artifacts for analyzing training behavior at smaller scales.
 
 You can browse all intermediate checkpoints here:  
-- **Tri-0.5B** → [https://huggingface.co/trillionlabs/0.5B_250221_hf](https://huggingface.co/trillionlabs/0.5B_250221_hf)  
-- **Tri-1.9B** → [https://huggingface.co/trillionlabs/1.9B_250221_hf](https://huggingface.co/trillionlabs/1.9B_250221_hf)  
-- **Tri-7B** → [https://huggingface.co/trillionlabs/7B_250212_hf](https://huggingface.co/trillionlabs/7B_250212_hf) 
-- **Tri-70B(SFT Preview)** → [https://huggingface.co/trillionlabs/Tri-70B-intermediate-checkpoints](https://huggingface.co/trillionlabs/Tri-70B-intermediate-checkpoints)
+- **Tri-0.5B** → [https://huggingface.co/trillionlabs/0.5B-Intermediate-Checkpoints](https://huggingface.co/trillionlabs/0.5B-Intermediate-Checkpoints)  
+- **Tri-1.9B** → [https://huggingface.co/trillionlabs/1.9B-Intermediate-Checkpoints](https://huggingface.co/trillionlabs/1.9B-Intermediate-Checkpoints)  
+- **Tri-7B** → [https://huggingface.co/trillionlabs/Tri-7B-Intermediate-Checkpoints](https://huggingface.co/trillionlabs/Tri-7B-Intermediate-Checkpoints) 
+- **Tri-70B(SFT Preview)** → [https://huggingface.co/trillionlabs/Tri-70B-Intermediate-Checkpoints](https://huggingface.co/trillionlabs/Tri-70B-Intermediate-Checkpoints)
  
-Dive into the full details—including training configuration and loss curves —on our [blog](BLOG LINK).
+Feel free to check out the full Tri-series collection here: 
+- https://huggingface.co/collections/trillionlabs/tri-series-687fa9ff7eb23e8ba847ef93
+
+Dive into the full details—including training configuration and loss curves —on our [blog](BLOG LINK).
+
+
+
+# Usage
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+INTERMEDIATE_STEP = "0000020000"
+model = AutoModelForCausalLM.from_pretrained('trillionlabs/Tri-70B-Intermediate-Checkpoints', revision=INTERMEDIATE_STEP, trust_remote_code=True)
+tokenizer = AutoTokenizer.from_pretrained('trillionlabs/Tri-70B-Intermediate-Checkpoints', revision=INTERMEDIATE_STEP, trust_remote_code=True)
+
+...
+```