Through the Lens of Split Vote: Exploring Disagreement, Difficulty and Calibration in Legal Case Outcome Classification
Fuente:
arXiv
Saved in:
| Main Authors: | Xu, Shanshan, Santosh, T. Y. S. S, Ichim, Oana, Plank, Barbara, Grabmair, Matthias |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
From Dissonance to Insights: Dissecting Disagreements in Rationale Construction for Case Outcome Classification
by: Xu, Shanshan, et al.
Published: (2023)
by: Xu, Shanshan, et al.
Published: (2023)
LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law
by: Santosh, T. Y. S. S, et al.
Published: (2025)
by: Santosh, T. Y. S. S, et al.
Published: (2025)
The Craft of Selective Prediction: Towards Reliable Case Outcome Classification -- An Empirical Study on European Court of Human Rights Cases
by: Santosh, T. Y. S. S., et al.
Published: (2024)
by: Santosh, T. Y. S. S., et al.
Published: (2024)
Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases
by: Xu, Shanshan, et al.
Published: (2025)
by: Xu, Shanshan, et al.
Published: (2025)
CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization
by: Santosh, T. Y. S. S., et al.
Published: (2025)
by: Santosh, T. Y. S. S., et al.
Published: (2025)
ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
LexAbSumm: Aspect-based Summarization of Legal Decisions
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in English
by: Santosh, T. Y. S. S., et al.
Published: (2024)
by: Santosh, T. Y. S. S., et al.
Published: (2024)
LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases
by: Santosh, T. Y. S. S., et al.
Published: (2025)
by: Santosh, T. Y. S. S., et al.
Published: (2025)
Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases
by: Santosh, T. Y. S. S., et al.
Published: (2024)
by: Santosh, T. Y. S. S., et al.
Published: (2024)
Efficient Prompt Optimisation for Legal Text Classification with Proxy Prompt Evaluator
by: Lee, Hyunji, et al.
Published: (2025)
by: Lee, Hyunji, et al.
Published: (2025)
Query-driven Relevant Paragraph Extraction from Legal Judgments
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity
by: Santosh, T. Y. S. S., et al.
Published: (2025)
by: Santosh, T. Y. S. S., et al.
Published: (2025)
HiCuLR: Hierarchical Curriculum Learning for Rhetorical Role Labeling of Legal Documents
by: Santosh, T. Y. S. S., et al.
Published: (2024)
by: Santosh, T. Y. S. S., et al.
Published: (2024)
Mind Your Neighbours: Leveraging Analogous Instances for Rhetorical Role Labeling for Legal Documents
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
From Noise to Signal to Selbstzweck: Reframing Human Label Variation in the Era of Post-training in NLP
by: Xu, Shanshan, et al.
Published: (2025)
by: Xu, Shanshan, et al.
Published: (2025)
Towards Supporting Legal Argumentation with NLP: Is More Data Really All You Need?
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
ECtHR-PCR: A Dataset for Precedent Understanding and Prior Case Retrieval in the European Court of Human Rights
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation
by: S, Santosh T. Y. S., et al.
Published: (2025)
by: S, Santosh T. Y. S., et al.
Published: (2025)
Generating Legal Commentaries from Case Databases via Retrieval, Clustering, and Generation
by: Prior, Max, et al.
Published: (2026)
by: Prior, Max, et al.
Published: (2026)
QABISAR: Query-Article Bipartite Interactions for Statutory Article Retrieval
by: Santosh, T. Y. S. S., et al.
Published: (2024)
by: Santosh, T. Y. S. S., et al.
Published: (2024)
CuSINeS: Curriculum-driven Structure Induced Negative Sampling for Statutory Article Retrieval
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
Mind the Uncertainty in Human Disagreement: Evaluating Discrepancies between Model Predictions and Human Responses in VQA
by: Lan, Jian, et al.
Published: (2024)
by: Lan, Jian, et al.
Published: (2024)
Towards Explainability and Fairness in Swiss Judgement Prediction: Benchmarking on a Multilingual Dataset
by: S, Santosh T. Y. S., et al.
Published: (2024)
by: S, Santosh T. Y. S., et al.
Published: (2024)
Leveraging Annotator Disagreement for Text Classification
by: Xu, Jin, et al.
Published: (2024)
by: Xu, Jin, et al.
Published: (2024)
Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialects
by: Blaschke, Verena, et al.
Published: (2025)
by: Blaschke, Verena, et al.
Published: (2025)
BoN Appetit Team at LeWiDi-2025: Best-of-N Test-time Scaling Can Not Stomach Annotation Disagreements (Yet)
by: Ruiz, Tomas, et al.
Published: (2025)
by: Ruiz, Tomas, et al.
Published: (2025)
Thinking Longer, Not Always Smarter: Evaluating LLM Capabilities in Hierarchical Legal Reasoning
by: Zhang, Li, et al.
Published: (2025)
by: Zhang, Li, et al.
Published: (2025)
Crowd-Calibrator: Can Annotator Disagreement Inform Calibration in Subjective Tasks?
by: Khurana, Urja, et al.
Published: (2024)
by: Khurana, Urja, et al.
Published: (2024)
Exploiting LLM-as-a-Judge Disposition on Free Text Legal QA via Prompt Optimization
by: Elganayni, Mohamed Hesham, et al.
Published: (2026)
by: Elganayni, Mohamed Hesham, et al.
Published: (2026)
uOttawa at LegalLens-2024: Transformer-based Classification Experiments
by: Meghdadi, Nima, et al.
Published: (2024)
by: Meghdadi, Nima, et al.
Published: (2024)
Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties
by: Artemova, Ekaterina, et al.
Published: (2024)
by: Artemova, Ekaterina, et al.
Published: (2024)
Structured Disagreement in Health-Literacy Annotation: Epistemic Stability, Conceptual Difficulty, and Agreement-Stratified Inference
by: Kellert, Olga, et al.
Published: (2026)
by: Kellert, Olga, et al.
Published: (2026)
Exploring Concreteness Through a Figurative Lens
by: Ghosh, Saptarshi, et al.
Published: (2026)
by: Ghosh, Saptarshi, et al.
Published: (2026)
PILOT: Legal Case Outcome Prediction with Case Law
by: Cao, Lang, et al.
Published: (2024)
by: Cao, Lang, et al.
Published: (2024)
LeWiDi-2025 at NLPerspectives: Third Edition of the Learning with Disagreements Shared Task
by: Leonardelli, Elisa, et al.
Published: (2025)
by: Leonardelli, Elisa, et al.
Published: (2025)
Legal Experts Disagree With Rationale Extraction Techniques for Explaining ECtHR Case Outcome Classification
by: Namazov, Mahammad, et al.
Published: (2026)
by: Namazov, Mahammad, et al.
Published: (2026)
Circuit Compositions: Exploring Modular Structures in Transformer-Based Language Models
by: Mondorf, Philipp, et al.
Published: (2024)
by: Mondorf, Philipp, et al.
Published: (2024)
By Their Fruits You Will Know Them: Comparing Formalizations of Law by the Decisions They Encode
by: Vernie, Julius, et al.
Published: (2026)
by: Vernie, Julius, et al.
Published: (2026)
Similar Items
-
From Dissonance to Insights: Dissecting Disagreements in Rationale Construction for Case Outcome Classification
by: Xu, Shanshan, et al.
Published: (2023) -
LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law
by: Santosh, T. Y. S. S, et al.
Published: (2025) -
The Craft of Selective Prediction: Towards Reliable Case Outcome Classification -- An Empirical Study on European Court of Human Rights Cases
by: Santosh, T. Y. S. S., et al.
Published: (2024) -
Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases
by: Xu, Shanshan, et al.
Published: (2025) -
CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization
by: Santosh, T. Y. S. S., et al.
Published: (2025)