chore: rename tasks to be more uniformly and update README task overview.

Author: Mattdl

README.md

@@ -204,14 +204,15 @@ lang_result_ci = summary["mean_per_language/en/f1_macro/ci_margin"]
 | Task Name | Label Type | Dataset Size (English) | Languages |
 | --- | --- | --- | --- |
 | **Ranking** 
-| Job to Skills | multi_label | 3039 queries x 13939 targets | 28  |
-| Job Normalization | multi_class | 15463 queries x 2942 targets | 28  |
-| Job Title Similarity | multi_label | 105 queries x 2619 targets | 11  |
-| Skill to Job | multi_label | 13492 queries x 3039 targets | 28  |
-| Skill Extraction House | multi_label | 262 queries x 13891 targets | 28  |
-| Skill Extraction Tech | multi_label | 338 queries x 13891 targets | 28  |
-| Skill Similarity | multi_class | 900 queries x 2648 targets | 1 |
-| ESCO Skill Normalization | multi_label | 72008 queries x 13939 targets | 28  |
+| Job to Skills WorkBench | multi_label | 3039 queries x 13939 targets | 28 |
+| Job Title Similarity | multi_label | 105 queries x 2619 targets | 11 |
+| Job Normalization | single_label | 15463 queries x 2942 targets | 28 |
+| Skill to Job WorkBench | multi_label | 13492 queries x 3039 targets | 28 |
+| Skill Extraction House | multi_label | 262 queries x 13891 targets | 28 |
+| Skill Extraction Tech | multi_label | 338 queries x 13891 targets | 28 |
+| Skill Extraction SkillSkape | multi_label | 1191 queries x 13891 targets | 28 |
+| Skill Similarity SkillMatch-1K | single_label | 900 queries x 2648 targets | 1 |
+| Skill Normalization ESCO | multi_label | 72008 queries x 13939 targets | 28 |
 | **Classification**
 | Job-Skill Classification | multi_label | 3039 samples, 13939 classes | 28  |
 

src/workrb/tasks/ranking/job2skill.py

@@ -24,7 +24,7 @@ def __init__(self, esco_version: str = "1.2.0", **kwargs):
     @property
     def name(self) -> str:
         """Task name."""
-        return "Job to Skills"
+        return "Job to Skills WorkBench"
 
     @property
     def description(self) -> str:
@@ -168,4 +168,9 @@ def _load_val(self, language: Language) -> RankingDataset:
     @property
     def citation(self) -> str:
         """Job to Skills task citation."""
-        return """UWE-PLACEHOLDER"""
+        return """@article{de2025unified,
+  title={Unified Work Embeddings: Contrastive Learning of a Bidirectional Multi-task Ranker},
+  author={De Lange, Matthias and Decorte, Jens-Joris and Van Hautte, Jeroen},
+  journal={arXiv preprint arXiv:2511.07969},
+  year={2025}
+}"""

src/workrb/tasks/ranking/skill2job.py

@@ -23,7 +23,7 @@ def __init__(self, esco_version: str = "1.2.0", **kwargs):
     @property
     def name(self) -> str:
         """Skill to Job task name."""
-        return "Skill to Job"
+        return "Skill to Job WorkBench"
 
     @property
     def description(self) -> str:
@@ -184,4 +184,9 @@ def _load_val(self, language: Language) -> RankingDataset:
     @property
     def citation(self) -> str:
         """Skill to Job task citation."""
-        return """UWE-PLACEHOLDER"""
+        return """@article{de2025unified,
+  title={Unified Work Embeddings: Contrastive Learning of a Bidirectional Multi-task Ranker},
+  author={De Lange, Matthias and Decorte, Jens-Joris and Van Hautte, Jeroen},
+  journal={arXiv preprint arXiv:2511.07969},
+  year={2025}
+}"""

src/workrb/tasks/ranking/skill_similarity.py

@@ -21,7 +21,7 @@ class SkillMatch1kSkillSimilarityRanking(RankingTask):
     @property
     def name(self) -> str:
         """Skill similarity task name."""
-        return "Skill Similarity"
+        return "Skill Similarity SkillMatch-1K"
 
     @property
     def description(self) -> str:

src/workrb/tasks/ranking/skillnorm.py

@@ -55,7 +55,7 @@ def __init__(
     @property
     def name(self) -> str:
         """ESCO Skill Normalization task name."""
-        return "ESCO Skill Normalization"
+        return "Skill Normalization ESCO"
 
     @property
     def description(self) -> str:
@@ -192,4 +192,9 @@ def _get_alt2skills(self, skill2alts: dict[str, list[str]]) -> dict[str, list[st
     @property
     def citation(self) -> str:
         """Skill normalization task citation."""
-        return """UWE-PLACEHOLDER"""
+        return """@article{de2025unified,
+  title={Unified Work Embeddings: Contrastive Learning of a Bidirectional Multi-task Ranker},
+  author={De Lange, Matthias and Decorte, Jens-Joris and Van Hautte, Jeroen},
+  journal={arXiv preprint arXiv:2511.07969},
+  year={2025}
+}"""