Update README.md

README.md

@@ -1,37 +1,58 @@
----
-license: apache-2.0
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: validation
-    path: data/validation-*
-dataset_info:
-  features:
-  - name: domain
-    dtype: string
-  - name: language
-    dtype: string
-  - name: chosen
-    list:
-    - name: content
-      dtype: string
-    - name: role
-      dtype: string
-  - name: rejected
-    list:
-    - name: content
-      dtype: string
-    - name: role
-      dtype: string
-  splits:
-  - name: train
-    num_bytes: 315769256.757846
-    num_examples: 36299
-  - name: validation
-    num_bytes: 16148935.32969757
-    num_examples: 1920
-  download_size: 164143188
-  dataset_size: 331918192.08754355
----
+---
+license: apache-2.0
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: validation
+    path: data/validation-*
+dataset_info:
+  features:
+  - name: domain
+    dtype: string
+  - name: language
+    dtype: string
+  - name: chosen
+    list:
+    - name: content
+      dtype: string
+    - name: role
+      dtype: string
+  - name: rejected
+    list:
+    - name: content
+      dtype: string
+    - name: role
+      dtype: string
+  splits:
+  - name: train
+    num_bytes: 315769256.757846
+    num_examples: 36299
+  - name: validation
+    num_bytes: 16148935.32969757
+    num_examples: 1920
+  download_size: 164143188
+  dataset_size: 331918192.08754355
+---
+```bibtex
+@misc{wang2025helpsteer3preferenceopenhumanannotatedpreference,
+      title={HelpSteer3-Preference: Open Human-Annotated Preference Data across Diverse Tasks and Languages}, 
+      author={Zhilin Wang and Jiaqi Zeng and Olivier Delalleau and Hoo-Chang Shin and Felipe Soares and Alexander Bukharin and Ellie Evans and Yi Dong and Oleksii Kuchaiev},
+      year={2025},
+      eprint={2505.11475},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2505.11475}, 
+}
+
+@misc{wang2025helpsteer3humanannotatedfeedbackedit,
+      title={HelpSteer3: Human-Annotated Feedback and Edit Data to Empower Inference-Time Scaling in Open-Ended General-Domain Tasks}, 
+      author={Zhilin Wang and Jiaqi Zeng and Olivier Delalleau and Daniel Egert and Ellie Evans and Hoo-Chang Shin and Felipe Soares and Yi Dong and Oleksii Kuchaiev},
+      year={2025},
+      eprint={2503.04378},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2503.04378}, 
+}
+```