Add preprint citation and fix typo

README.md

@@ -24,6 +24,19 @@ pretty_name: "KABR Worked Examples"
 description: "This dataset is comprised of manually annotated bounding box detections, mini-scenes, behavior annotations, and associated telemetry for three drone video sessions that were used for kabr-tools case studies. Drone video was collected at Mpala Research Centre in January 2023; please see the full video dataset (KABR Raw Videos) for more information on original video context."
 size_categories:
 - 1K<n<10K
+configs:
+- config_name: behavior
+  data_files:
+  - "behavior/*.csv"
+- config_name: detections
+  data_files:
+  - "detections/*.xml"
+- config_name: mini_scenes
+  data_files:
+  - "mini_scenes/*/*.mp4"
+- config_name: telemetry
+  data_files:
+  - "telemetry/*.csv"
 ---
 
 # Dataset Card for KABR Worked Examples
@@ -66,8 +79,7 @@ for three drone video sessions that were used for [kabr-tools](https://github.co
 - **Curated by:** Alison Zhong and Jenna Kline
 - **Homepage:** https://imageomics.github.io/KABR
 - **Repository:** https://github.com/Imageomics/kabr-tools
-- **Paper:** kabr-tools 
-https://doi.org/10.48550/arXiv.2510.02030
+- **Paper:** [kabr-tools](https://doi.org/10.48550/arXiv.2510.02030)
 
 Annotations were created to evaluate the [kabr-tools pipeline](https://github.com/Imageomics/kabr-tools) and conduct case studies on Grevy's landscape of fear and inter-species spatial distribution. Annotations include manual detections and tracks, mini-scenes cut from source videos, behavior annotations from an X3D action recognition model, and associated drone telemetry data. The detections contain bounding box coordinates, image file names, and class labels for each annotated animal. Annotations were created using [CVAT](https://www.cvat.ai/) to manually draw bounding boxes around animals in a selection of raw drone videos. The annotations were then exported as xml files and used to create the provided mini-scenes. The [KABR X3D model](https://huggingface.co/imageomics/x3d-kabr-kinetics) was used to label the mini-scenes with predicted behaviors. Telemetry data was exported from [Airdata](https://airdata.com/).
 
@@ -385,10 +397,10 @@ This dataset is dedicated to the public domain for the benefit of scientific pur
 **Dataset**
 ```
 @misc{KABR_worked_example,
-  author = {Zhong, Alison and Kline, Jenna and Kholiavchenko, Maksim and Stevens, Sam and Sheets, Alec and Babu, Reshma and Banerji, Namrata and Campolongo, Elizabeth and Thompson, Matthew and Van Tiel, Nina and Miliko, Jackson and Rosser, Neil and Stewart, Charles and Berger-Wolf, Tanya and Rubenstein, Daniel},
+  author = {Kline, Jenna and Zhong, Alison and Kholiavchenko, Maksim and Stevens, Sam and Sheets, Alec and Babu, Reshma and Banerji, Namrata and Campolongo, Elizabeth and Thompson, Matthew and Van Tiel, Nina and Miliko, Jackson and Rosser, Neil and Stewart, Charles and Berger-Wolf, Tanya and Rubenstein, Daniel},
   title = {KABR Worked Example: Manually Annotated Detections and Behavioral Analysis for Kenyan Wildlife Pipeline Demonstration},
   year = {2025},
-  url = {https://huggingface.co/datasets/imageomics/kabr-worked-example},
+  url = {https://huggingface.co/datasets/imageomics/kabr-worked-examples},
   publisher = {Hugging Face},
   doi = { }
 }
@@ -405,19 +417,21 @@ This dataset is dedicated to the public domain for the benefit of scientific pur
 }
 ```
 
-**kabr-tools manuscript (in preparation)**
+**kabr-tools manuscript (pre-print)**
 ```
-@article{kabr_tools_manuscript,
-  title={kabr-tools: An Open-Source Pipeline for Automated Wildlife Behavior Analysis from Drone Videos},
-  author={Jenna Kline and Maksim Kholiavchenko and Samuel Stevens and Nina van Tiel and Namrata Banerji and Matthew Thompson and Elizabeth Campolongo and Michelle Ramirez and Alec Sheets and Alison Zhong and Sowbaranika Balasubramaniam and Isla Duporge and Jackson Miliko and Neil Rosser and Tanya Berger-Wolf and Charles V. Stewart and Daniel I. Rubenstein},
-  journal={[Journal name]},
-  year={[Year]},
-  note={Manuscript in preparation}
+@misc{kline2025kabrtoolsautomatedframeworkmultispecies,
+      title={kabr-tools: Automated Framework for Multi-Species Behavioral Monitoring}, 
+      author={Jenna Kline and Maksim Kholiavchenko and Samuel Stevens and Nina van Tiel and Alison Zhong and Namrata Banerji and Alec Sheets and Sowbaranika Balasubramaniam and Isla Duporge and Matthew Thompson and Elizabeth Campolongo and Jackson Miliko and Neil Rosser and Tanya Berger-Wolf and Charles V. Stewart and Daniel I. Rubenstein},
+      year={2025},
+      eprint={2510.02030},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2510.02030}
 }
 ```
 
 Please also cite the original data source:
-- KABR Raw Videos: https://huggingface.co/datasets/imageomics/KABR-raw-videoss
+- KABR Raw Videos: https://huggingface.co/datasets/imageomics/KABR-raw-videos
 
 ## Contributions