[PDF][PDF] Legal Judgment Prediction: A Survey of the State of the Art.
Automatic legal judgment prediction (LJP) has recently received increasing attention in the
natural language processing community in part because of its practical values as well as the …
natural language processing community in part because of its practical values as well as the …
Legal judgment prediction via event extraction with constraints
While 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 to …
recent years, the incorrect predictions made by SOTA LJP models can be attributed in part to …
Contrastive learning for legal judgment prediction
Legal judgment prediction (LJP) is a fundamental task of legal artificial intelligence. It aims to
automatically predict the judgment results of legal cases. Three typical subtasks are relevant …
automatically predict the judgment results of legal cases. Three typical subtasks are relevant …
ML-LJP: multi-law aware legal judgment prediction
Legal judgment prediction (LJP) is a significant task in legal intelligence, which aims to
assist the judges and determine the judgment result based on the case's fact description …
assist the judges and determine the judgment result based on the case's fact description …
DARE: disentanglement-augmented rationale extraction
Rationale extraction can be considered as a straightforward method of improving the model
explainability, where rationales are a subsequence of the original inputs, and can be …
explainability, where rationales are a subsequence of the original inputs, and can be …
Incorporating structural information into legal case retrieval
Legal case retrieval has received increasing attention in recent years. However, compared
to ad hoc retrieval tasks, legal case retrieval has its unique challenges. First, case …
to ad hoc retrieval tasks, legal case retrieval has its unique challenges. First, case …
Towards interactivity and interpretability: A rationale-based legal judgment prediction framework
Legal judgment prediction (LJP) is a fundamental task in legal AI, which aims to assist the
judge to hear the case and determine the judgment. The legal judgment usually consists of …
judge to hear the case and determine the judgment. The legal judgment usually consists of …
Zero-shot transfer of article-aware legal outcome classification for european court of human rights cases
TYS Santosh, O Ichim, M Grabmair - arXiv preprint arXiv:2302.00609, 2023 - arxiv.org
In 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 …
into an article-aware classification task, where the case outcome is classified from a …
Precedent-enhanced legal judgment prediction with llm and domain-model collaboration
Legal Judgment Prediction (LJP) has become an increasingly crucial task in Legal AI, ie,
predicting the judgment of the case in terms of case fact description. Precedents are the …
predicting the judgment of the case in terms of case fact description. Precedents are the …
Syllogistic reasoning for legal judgment analysis
Legal judgment assistants are developing fast due to impressive progress of large language
models (LLMs). However, people can hardly trust the results generated by a model without …
models (LLMs). However, people can hardly trust the results generated by a model without …