adding paper

README.md

@@ -12,7 +12,7 @@ pipeline_tag: conversational
 </p>
 
 <p align="center">
-    🤗 <a href="anonymous" target="_blank">Models</a> | 📊 <a href="anonymous" target="_blank">Datasets</a> | 📃 <a href="anonymous" target="_blank">Paper</a>
+    🤗 <a href="https://huggingface.co/UKPLab/triple-encoders-dailydialog" target="_blank">Models</a> | 📃 <a href="https://arxiv.org/pdf/2402.12332.pdf" target="_blank">Paper</a>
 </p>
 
 `triple-encoders` are models for contextualizing distributed [Sentence Transformers](https://sbert.net/) representations. This model was trained on the [DailyDialog](https://huggingface.co/datasets/daily_dialog) dataset and can be used for conversational sequence modeling and short-term planning via sequential modular late-interaction:
@@ -176,12 +176,13 @@ trainer.train("output/path/to/save/model")
 ## Citation
 If you use triple-encoders in your research, please cite the following paper:
 ```
-% todo
-@article{anonymous,
-  title={Triple Encoders: Represenations That Fire Together, Wire Together},
-  author={Justus-Jonas Erker, Florian Mai, Nils Reimers, Gerasimos Spanakis, Iryna Gurevych},
-  journal={axiv},
-  year={2024}
+@misc{erker2024tripleencoders,
+      title={Triple-Encoders: Representations That Fire Together, Wire Together}, 
+      author={Justus-Jonas Erker and Florian Mai and Nils Reimers and Gerasimos Spanakis and Iryna Gurevych},
+      year={2024},
+      eprint={2402.12332},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
 }
 ```
 # Contact
@@ -199,4 +200,4 @@ triple-encoders is licensed under the Apache License, Version 2.0. See [LICENSE]
 
 
 ### Acknowledgement
-this package is based upon the [imaginaryNLP](https://github.com/Justus-Jonas/imaginaryNLP) and [Sentence Transformers](https://sbert.net/).
+our package is based upon the [imaginaryNLP](https://github.com/Justus-Jonas/imaginaryNLP) and [Sentence Transformers](https://sbert.net/).