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Related Papers
Neural Legal Judgment Prediction in English
AbstractLegal judgment prediction is the task of automatically predicting the outcome of a court case, given a text describing the case’s facts. Previous work on using neural models for this …...
An Element-aware Multi-representation Model for Law Article Prediction
AbstractExisting works have proved that using law articles as external knowledge can improve the performance of the Legal Judgment Prediction. However, they do not fully use law article information and …...
Exploiting Domain-Specific Knowledge for Judgment Prediction Is No Panacea
AbstractLegal judgment prediction (LJP) usually consists in a text classification task aimed at predicting the verdict on the basis of the fact description. The literature shows that the use of …...
An Empirical Study on Cross-X Transfer for Legal Judgment Prediction
AbstractCross-lingual transfer learning has proven useful in a variety of Natural Language (NLP) tasks, but it is understudied in the context of legal NLP, and not at all in Legal …...
Annotation Study of Japanese Judgments on Tort for Legal Judgment Prediction with Rationales
AbstractThis paper describes a comprehensive annotation study on Japanese judgment documents in civil cases. We aim to build an annotated corpus designed for Legal Judgment Prediction (LJP), especially for torts. …...
Augmenting Legal Judgment Prediction with Contrastive Case Relations
AbstractExisting legal judgment prediction methods usually only consider one single case fact description as input, which may not fully utilize the information in the data such as case relations and …...
Legal Judgment Prediction via Event Extraction with Constraints
AbstractWhile significant progress has been made on the task of Legal Judgment Prediction (LJP) in recent years, the incorrect predictions made by SOTA LJP models can be attributed in part …...
Text Classification and Prediction in the Legal Domain
AbstractWe present a case study on the application of text classification and legal judgment prediction for flight compensation. We combine transformer-based classification models to classify responses from airlines and incorporate …...
Case Retrieval for Legal Judgment Prediction in Legal Artificial Intelligence
Abstract“Legal judgment prediction (LJP) is a basic task in legal artificial intelligence. It consists ofthree subtasks, which are relevant law article prediction, charge prediction and term of penaltyprediction, and gives …...
Zero-shot Transfer of Article-aware Legal Outcome Classification for European Court of Human Rights Cases
AbstractIn this paper, we cast Legal Judgment Prediction on European Court of Human Rights cases into an article-aware classification task, where the case outcome is classified from a combined input …...