Update README.md

README.md

@@ -5,11 +5,11 @@ language:
 ---
 # Leia-Swallow-7B
 
-LEIA is a training technique for autoregressive LLMs to effectively improve their performance in languages other than English by enhancing cross-lingual knowledge transfer from English to a target language.
+LEIA is a training technique for autoregressive LLMs that effectively improves their performance in languages other than English by enhancing cross-lingual knowledge transfer from English to a target language.
 This model is constructed by applying LEIA to Swallow, a Japanese-English bilingual LLM based on LLaMA 2.
-The model achieves the enhanced performance on six Japanese question answering benchmarks as reported below.
+The model achieves enhanced performance on six Japanese question-answering benchmarks, as reported below.
 
-Please refer to our paper or blog post (in Japanese) for further technical details:
+Please refer to our paper or blog post (in Japanese) for further technical details.
 
 - [LEIA: Facilitating Cross-Lingual Knowledge Transfer in Language Models with Entity-based Data Augmentation](https://arxiv.org/abs/2402.11485) (arxiv.org)
 - [LEIA: 言語間転移学習でLLMを賢くする新しい方法](#) (zenn.dev)
@@ -38,5 +38,5 @@ For further details of this experiment, please refer to [our paper](https://arxi
 
 ## Contributors
 
-Ikuya Yamada (Studio Ousia, RIKEN)
-Ryokan Ri (LY Corporation, SB Intuitions)
+- Ikuya Yamada (Studio Ousia, RIKEN)
+- Ryokan Ri (LY Corporation, SB Intuitions)