Update names

README.md

@@ -7,14 +7,12 @@ pipeline_tag: text-classification
 library_name: fasttext
 ---
 
-# Swallow Edu Classifier
+# Swallow Education Classifier
 
 [日本語版の README はこちら](https://huggingface.co/tokyotech-llm/edu-classifier/blob/main/README_ja.md)
 
 ## Model summary
 
-**NOTE**: This classifier is designed to work only with **Japanese** text. Quality for English or other languages is not guaranteed.
-
 This repository contains fastText classifiers for judging the educational value of Japanese web pages. It includes two types of classifiers:
 
 1. **Wiki-based classifier**: trained on Japanese Wikipedia text in academic categories.
@@ -24,6 +22,8 @@ The Wiki-based classifier is distributed under the [CC BY-SA 4.0](https://huggin
 
 These classifiers were employed for quality-filtering process in the Swallow Corpus Version 2\*, which was used to train the [Llama 3.1 Swallow](https://huggingface.co/collections/tokyotech-llm/llama-31-swallow-66fd4f7da32705cadd1d5bc6) series. Our experiments demonstrated that applying filtering based on the classifier’s scores enabled more effective improvements in the LLM’s Japanese knowledge, even with the same computational resources.
 
+**NOTE**: This classifier is designed to work with Japanese text. Its functionality and quality are not guaranteed for non-Japanese languages, including English.
+
 \* A large Japanese web corpus extracted from Common Crawl
 
 ### How to use

README_ja.md

@@ -1,4 +1,4 @@
-# Swallow Edu Classifier
+# Swallow Education Classifier
 
 ## 概要