Update README.md

README.md

@@ -1,3 +1,48 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+base_model:
+- google/electra-base-discriminator
+pipeline_tag: text-ranking
+tags:
+- cross-encoder
+library_name: lightning-ir
+---
+
+# Set-Encoder: Permutation-Invariant Inter-Passage Attention for Listwise Passage Re-Ranking with Cross-Encoders
+
+This model is presented in the paper [Set-Encoder: Permutation-Invariant Inter-Passage Attention for Listwise Passage Re-Ranking with Cross-Encoders](https://huggingface.co/papers/2404.06912). It's a cross-encoder architecture designed for efficient and permutation-invariant passage re-ranking.
+
+Code: https://github.com/webis-de/set-encoder
+
+We provide the following fine-tuned models for novelty-aware re-ranking.
+
+To reproduce the results, run the following command using the [Lightning IR](https://github.com/webis-de/lightning-ir) library and the configuration files from the repository repository linked above:
+
+```bash
+lightning-ir re_rank --config ./configs/re-rank-novelty.yaml --model.model_name_or_path <MODEL_NAME>
+```
+
+(alpha nDCG@10, alpha=0.99 on TREC DL 19 and TREC DL 20)
+
+| Model Name                                                                               | TREC DL 19 (BM25) | TREC DL 20 (BM25) | TREC DL 19 (ColBERTv2) | TREC DL 20 (ColBERTv2) |
+| ---------------------------------------------------------------------------------------- | ----------------- | ----------------- | ---------------------- | ---------------------- |
+| [webis/set-encoder-novelty-base](https://huggingface.co/webis/set-encoder-novelty-base)  | 0.805             | 0.721             | 0.821                  | 0.803                  |
+
+
+## Citation
+
+If you use this code or the models in your research, please cite our paper:
+
+```bibtex
+@InProceedings{schlatt:2025,
+  address =                  {Berlin Heidelberg New York},
+  author =                   {Ferdinand Schlatt and Maik Fr{\"o}be and Harrisen Scells and Shengyao Zhuang and Bevan Koopman and Guido Zuccon and Benno Stein and Martin Potthast and Matthias Hagen},
+  booktitle =                {Advances in Information Retrieval. 47th European Conference on IR Research (ECIR 2025)},
+  doi =                      {10.1007/978-3-031-88711-6_1},
+  month =                    apr,
+  publisher =                {Springer},
+  series =                   {Lecture Notes in Computer Science},
+  site =                     {Lucca, Italy},
+  title =                    {{Set-Encoder: Permutation-Invariant Inter-Passage Attention for Listwise Passage Re-Ranking with Cross-Encoders}},
+  year =                     2025
+}