Update content.py

content.py

@@ -1,12 +1,12 @@
 TITLE = """<h1 align="center" id="space-title">Critical Questions Leaderboard</h1>"""
 
 INTRODUCTION_TEXT = """
-The Critical Questions Leaderboard is a benchmark which aims at evaluating READ. (See our [paper](https://aclanthology.org/2024.conll-1.9/) for more details.)
+The Critical Questions Leaderboard is a benchmark which aims at evaluating the capacity of technology systems to generate critical questions. (See our [paper](https://arxiv.org/abs/2505.11341) for more details.)
 
 ## Data
 The Critical Questions Dataset is made of more than 220 interventions associated to potentially critical questions. 
 
-The data can be found in [this dataset](Blanca/critical_question_generation). The test set is contained in `metadata.jsonl`. Some questions come with an additional file, that can be found in the same folder and whose id is given in the field `file_name`.
+The data can be found in [this dataset](https://huggingface.co/datasets/Blanca/CQs-Gen). The test set is contained in `test.jsonl`. 
 
 ## Leaderboard
 Submission made by our team are labelled "CQ authors". While we report average scores over different runs when possible in our paper, we only report the best run in the leaderboard.
@@ -18,10 +18,9 @@ SUBMISSION_TEXT = """
 ## Submissions
 Results can be submitted for the test set only. Scores are expressed as the percentage of correct answers for a given split. 
 
-Each question calls for an answer that is either a string (one or a few words), a number, or a comma separated list of strings or floats, unless specified otherwise. There is only one correct answer. 
-Hence, evaluation is done via quasi exact match between a model’s answer and the ground truth (up to some normalization that is tied to the “type” of the ground truth).
+Evaluation is done by comparing the newly generated question to the reference questions using gemma-2-9b-it, and inheriting the label of the most similar reference. Questions were no reference is found are considered invalid.
 
-We expect submissions to be json-line files with the following format. The first two fields are mandatory, `reasoning_trace` is optional:
+We expect submissions to be json-line files with the following format. 
 ```json
 {
     "CLINTON_1_1": {
@@ -47,11 +46,19 @@ We expect submissions to be json-line files with the following format. The first
 }
 ```
 
-Our scoring function can be found [here](https://huggingface.co/spaces/gaia-benchmark/leaderboard/blob/main/scorer.py).
+Our scoring function can be found [here](https://huggingface.co/spaces/HiTZ/Critical_Questions_Leaderboard/blob/main/scorer.py).
+This leaderboard was created using as base the [GAIA-benchmark](https://huggingface.co/spaces/gaia-benchmark/leaderboard)
 """
 
 CITATION_BUTTON_LABEL = "Copy the following snippet to cite these results"
-CITATION_BUTTON_TEXT = r"""BIBTEX HERE
+CITATION_BUTTON_TEXT = r"""@misc{figueras2025benchmarkingcriticalquestionsgeneration,
+      title={Benchmarking Critical Questions Generation: A Challenging Reasoning Task for Large Language Models}, 
+      author={Banca Calvo Figueras and Rodrigo Agerri},
+      year={2025},
+      eprint={2505.11341},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2505.11341}, 
 }"""