Added reference paper

README.md

@@ -38,7 +38,7 @@ configs:
 ---
 # USAS Multilingual Word Sense Disambiguation Datasets
 
-This contains the Multilingual Word Sense Disambiguation (WSD) evaluation datasets using the [UCREL Semantic Analysis System (USAS)](https://ucrel.lancs.ac.uk/usas/) sense inventory from the forthcoming paper. These evaluation datasets are a collection of existing datasets, apart from the Chinese datasets which was released with the forthcoming paper.
+This contains the Multilingual Word Sense Disambiguation (WSD) evaluation datasets, using the [UCREL Semantic Analysis System (USAS)](https://ucrel.lancs.ac.uk/usas/) sense inventory, from the paper; [Creating a Hybrid Rule and Neural Network Based Semantic Tagger using Silver Standard Data: the PyMUSAS framework for Multilingual Semantic Annotation](https://arxiv.org/abs/2601.09648). These evaluation datasets are a collection of **existing datasets**, apart from the Chinese datasets which was released with the [Creating a Hybrid Rule and Neural Network Based Semantic Tagger using Silver Standard Data: the PyMUSAS framework for Multilingual Semantic Annotation](https://arxiv.org/abs/2601.09648) paper.
 
 
 All the evaluation data has either been manually tagged or has been manually checked.
@@ -191,11 +191,11 @@ To generate the tokens, POS, and predicted USAS tags we used [spaCy zh_core_web_
 
 ## Citation
 
-Each dataset should be cited separately, but for reference all 4 datasets were used as evaluation datasets within forthcoming paper.
+Each dataset should be cited separately, but for reference all 4 datasets were used as evaluation datasets within [Creating a Hybrid Rule and Neural Network Based Semantic Tagger using Silver Standard Data: the PyMUSAS framework for Multilingual Semantic Annotation](https://arxiv.org/abs/2601.09648) paper.
 
 * English and Finnish - [Porting an English semantic tagger to the Finnish language by Löfberg et al. 2003](https://ucrel.lancs.ac.uk/publications/CL2003/papers/lofberg.pdf)
 * Welsh - [Leveraging Pre-Trained Embeddings for Welsh Taggers by Ezeani et al. 2019](https://aclanthology.org/W19-4332/)
-* Chinese - Forthcoming paper.
+* Chinese - [Creating a Hybrid Rule and Neural Network Based Semantic Tagger using Silver Standard Data: the PyMUSAS framework for Multilingual Semantic Annotation](https://arxiv.org/abs/2601.09648).
 
 ## License