Update README.md

README.md

@@ -184,17 +184,19 @@ print(output[0].outputs[0].text)
 The following instruction datasets were used for the instruction tuning. 
 - Japanese
   - `lmsys-chat-1m-synth-ja-wo-pii-and-template-instructions`
-    - Single-turn Japanese synthetic instruction dataset derived from [lmsys-chat-1m](https://huggingface.co/datasets/lmsys/lmsys-chat-1m) dataset [\[Zhang+, ICLR24\]](https://openreview.net/forum?id=BOfDKxfwt0)). The user instructions were translated into Japanese via machine translation, and the assistant responses were generated using the Llama 3.1 405B Instruct model. Rejection sampling was applied, with Llama 3.1 70B Instruct serving as the judge.
-    - As implied by the dataset name, conversations that contain personally identifiable information (PII) or template-based user instructions have been removed.
-  - filtered magpie-ultra-ja
-    - Subset of the [magpie-ultra](https://huggingface.co/datasets/argilla/magpie-ultra-v0.1) dataset, containing samples rated as 'average,' 'good,' or 'excellent.'.
-  - gemma-magpie
+    - Single-turn Japanese synthetic instruction dataset derived from [lmsys-chat-1m](https://huggingface.co/datasets/lmsys/lmsys-chat-1m) dataset [\[Zhang+, ICLR24\]](https://openreview.net/forum?id=BOfDKxfwt0)).
+      The first-turn user instructions were translated into Japanese via DeepL machine translation, and the assistant responses were generated using the Llama 3.1 405B Instruct model. Rejection sampling (n=6) was applied, with Llama 3.1 70B Instruct serving as a judge.
+    - As implied by the dataset name, conversations that contain personally identifiable information (PII) or template-based user instructions have been removed. Duplicate instuctions have also been removed.
+  - `filtered-magpie-ultra-ja`
+    - A Japanese variant of the `filtered-magpie-ultra-en` dataset, machine-translated into Japanese using the Gemma 2 27B IT.
+  - `gemma-magpie`
     - Generated using prompts for specific category words.
 - English
   - `lmsys-chat-1m-synth-en-wo-pii-and-template-instructions`
     - Similar to the `lmsys-chat-1m-synth-ja-wo-pii-and-template-instructions`, but this version uses the original English user instructions. The assistant responses were generated in English as well. Rejection sampling was not applied in this version.
-  - filtered-magpie-ultra-en
-    - Subset of the [magpie-ultra](https://huggingface.co/datasets/argilla/magpie-ultra-v0.1) dataset, containing samples rated as 'average,' 'good,' or 'excellent.'.
+  - `filtered-magpie-ultra-en`
+    - A subset of the [magpie-ultra](https://huggingface.co/datasets/argilla/magpie-ultra-v0.1) dataset, developed following the MAGPIE recipe [\[Xu+, arXiv24\]](https://arxiv.org/abs/2406.08464) using Llama 3.1 405B Instruct. This subset includes only samples rated as 'average,' 'good,' or 'excellent.'
+
 
 ## Risks and Limitations