Update README.md

README.md

@@ -46,7 +46,6 @@ print(embeddings)
 ```
 
 
-
 ## Evaluation Results
 
 I will add the model specific evaluation results once the instance is running again.
@@ -60,7 +59,7 @@ The model was trained with the parameters:
 
 **Loss**:
 
-`sentence_transformers.losses.MultipleNegativesRankingLoss.MultipleNegativesRankingLoss` with parameters:
+`sentence_transformers.losses.MultipleNegativesRankingLoss` with parameters:
   ```
   {'scale': 20.0, 'similarity_fct': 'cos_sim'}
   ```
@@ -99,6 +98,8 @@ SentenceTransformer(
 
 #### Cheap Character Noise for OCR-Robust Multilingual Embeddings (introducing paper)
 
+For details on the adaptation methodology please refer to our paper (published in ACL2025 Findings). If you use our models or methodology, please cite our work. 
+
 ```bibtex
 update once available
 ```
@@ -113,4 +114,25 @@ update once available
   booktitle={Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: Industry Track},
   pages={1393--1412},
   year={2024}
-}
+}
+```
+
+## About Impresso
+
+### Impresso project
+
+[Impresso - Media Monitoring of the Past](https://impresso-project.ch) is an interdisciplinary research project that aims to develop and consolidate tools for processing and exploring large collections of media archives across modalities, time, languages and national borders. The first project (2017-2021) was funded by the Swiss National Science Foundation under grant No. [CRSII5_173719](http://p3.snf.ch/project-173719) and the second project (2023-2027) by the SNSF under grant No. [CRSII5_213585](https://data.snf.ch/grants/grant/213585) and the Luxembourg National Research Fund under grant No. 17498891.
+
+### Copyright
+
+Copyright (C) 2025 The Impresso team.
+
+### License
+
+This program is provided as open source under the [GNU Affero General Public License](https://github.com/impresso/impresso-pyindexation/blob/master/LICENSE) v3 or later.
+
+---
+
+<p align="center">
+  <img src="https://github.com/impresso/impresso.github.io/blob/master/assets/images/3x1--Yellow-Impresso-Black-on-White--transparent.png?raw=true" width="350" alt="Impresso Project Logo"/>
+</p>