Update README.md

README.md

@@ -6,8 +6,8 @@ license: mit
 An xlm-roberta-large model fine-tuned on all ~1,8 million annotated statements contained in the [manifesto corpus](https://manifesto-project.wzb.eu/information/documents/corpus) (version 2023a).
 The model can be used to categorize any type of text into [56 different political categories](https://manifesto-project.wzb.eu/coding_schemes/mp_v4) according to the Manifesto Project's coding scheme (Handbook 4).
 
-The context model variant additionally utilizes the surrounding sentences of a statement to improve the classification results for ambiguous sentences. 
-During fine-tuning we collected the surrounding sentences of a statement and combined them with the statement itself to provide the larger context of a sentence as the second part of a sentence pair input.
+The context model variant additionally incorporates the surrounding sentences of a statement to improve the classification results for ambiguous sentences. 
+During fine-tuning we collected the surrounding sentences of a statement and merged them with the statement itself to provide the larger context of a sentence as the second part of a sentence pair input.
 We limited the statement itself to 100 tokens and the context of the statement to 200 tokens. 
 
 **Important**