Add short description, link to paper, formatting fix on details

README.md

@@ -27,6 +27,7 @@ size_categories:
 task_categories:
 - image-classification
 - zero-shot-classification
+description: "5-dataset benchmark of camera trap images from the Labeled Information Library of Alexandria: Biology and Conservation (LILA BC) with a total of 2,586 images for species classification. Each of the 5 benchmarks is **balanced** to have the same number of images for each species within it (between 310 and 1120 images), representing between 16 and 39 species."
 ---
 
 # Dataset Card for IDLE-OO Camera Traps
@@ -36,8 +37,8 @@ IDLE-OO Camera Traps is a 5-dataset benchmark of camera trap images from the [La
 ### Dataset Description
 
 - **Curated by:** Elizabeth Campolongo, Jianyang Gu, and Net Zhang
-- **Homepage:** https://imageomics.github.io/bioclip-2/
-- **Paper:** TBA
+- **Homepage:** [BioCLIP 2 Project Page](https://imageomics.github.io/bioclip-2/)
+- **Paper:** [BioCLIP 2: Emergent Properties from Scaling Hierarchical Contrastive Learning](https://doi.org/10.48550/arXiv.2505.23883)
 
 ### Supported Tasks and Leaderboards
 Image classification, particularly for species classification in camera trap images.
@@ -107,7 +108,7 @@ These were initially identified as image-level labeled datasets and those that a
   - [ENA24-detection](https://lila.science/datasets/ena24detection)
       - 1120 images: 20 species, with 56 images per species.
   - [Island Conservation Camera Traps](https://lila.science/datasets/island-conservation-camera-traps/)
-      - 310 images: 16 species, with 10 images per species; 33 common names, 10 images per common name for all but 4 ("rooster", "petrel", "petrel chick", and "domestic chiecken"). This dataset was mostly just labeled to the family level.
+      - 310 images: 16 species, with 10 images per species; 33 common names, 10 images per common name for all but 4 ("rooster", "petrel", "petrel chick", and "domestic chicken"). This dataset was mostly just labeled to the family level.
   - [Ohio Small Animals](https://lila.science/datasets/ohio-small-animals/):
       - 468 images: 39 species, with 12 images per species.
   - [Orinoquia Camera Traps](https://lila.science/datasets/orinoquia-camera-traps/)