Update README.md

README.md

@@ -33,9 +33,11 @@ configs:
 
 ![Descriptor logo](DocDescriptorLogo_medium.png)
 
-Data release for the paper Task-Agnostic Web Document Annotation with LLM-Generated Descriptors (forthcoming).
+Data release for the paper Task-Agnostic Web Document Annotation with LLM-Generated Descriptors.
+
+The descriptors are generated via a task-agnostic data annotation pipeline described in [the paper](https://aclanthology.org/2026.wac-1.24/).
+The GitHub repo for this project can be found [here](https://github.com/TurkuNLP/LLM_document_descriptors/).
 
-The descriptors are generated via a task-agnostic data annotation pipeline described in the paper (link coming soon).
 
 This Hugging Face dataset repository contains 5 distinct datasets:
 1. a descriptor-annotated version of a 10 billion token (~15 million document) [sample of FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb/viewer/sample-10BT). 
@@ -45,15 +47,23 @@ This Hugging Face dataset repository contains 5 distinct datasets:
 5. Merge traces, i.e. the final schema with pointers to the original raw descriptors that lead to the final descriptor in the merging steps.
 
 ### Citing
-If you use this data please cite the original FineWeb paper and the our paper.
+If you use this data please use the following citations:
 
 **Task-Agnostic Web Document Annotation with LLM-Generated Descriptors**
 ```text
-@inproceedings{
-tarkkaetal-descriptors,
-title={Task-Agnostic Web Document Annotation with LLM-Generated Descriptors},
-author={Tarkka, Otto and Henriksson, Erik and Kanerva, Jenna and Ginter, Filip},
-year={2026 (forthcoming)},
+@inproceedings{tarkka-etal-2026-task,
+    title = "Task-Agnostic Web Document Annotation with {LLM}-Generated Descriptors",
+    author = "Tarkka, Otto  and Henriksson, Erik  and Kanerva, Jenna  and Ginter, Filip",
+    editor = "Ortiz Suarez, Pedro  and Burchell, Laurie  and Ljube{\v{s}}i{\'c}, Nikola  and Scherrer, Yves  and Laippala, Veronika  and Dini{\'c}, Vuk  and Vaughan, Thom",
+    booktitle = "Proceedings of the 13th Web-as-Corpus Workshop",
+    month = oct,
+    year = "2026",
+    address = "Budapest, Hungary",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2026.wac-1.24/",
+    doi = "10.18653/2026.wac-1.24",
+    pages = "252--281",
+    ISBN = "979-8-89176-481-1",
 }
 ```