Jurisprudence
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Benchmarks
BIG-bench
Most implemented
Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation
FairGLVQ: Fairness in Partition-Based Classification
Citation-Based Summarization of Landmark Judgments
Modeling Legal Reasoning: LM Annotation at the Edge of Human Agreement
Papers
IndianBailJudgments-1200: A Multi-Attribute Dataset for Legal NLP on Indian Bail Orders
Legal NLP remains underdeveloped in regions like India due to the scarcity of structured datasets. We introduce IndianBailJudgments-1200, a new benchmark dataset comprising 1200 Indian court judgments on bail decisions, …
AttributeFairnessJurisprudenceLegal ReasoningLegal routes for accomplishing corporate environmental compliance against the "carbon peaking and carbon neutrality" goals
Against the macro-background of "carbon peaking and carbon neutrality" goals, eco-environment protection regulations are increasingly stricter. Facing high government regulatory risks and frequent environment lawsuits, c…
JurisprudenceModel-Free RL Agents Demonstrate System 1-Like Intentionality
This paper argues that model-free reinforcement learning (RL) agents, while lacking explicit planning mechanisms, exhibit behaviours that can be analogised to System 1 ("thinking fast") processes in human cognition. Unli…
JurisprudenceReinforcement Learning (RL)AI-driven Automation as a Pre-condition for Eudaimonia
The debate surrounding the 'future of work' is saturated with alarmist warnings about the loss of work as an intrinsically valuable activity. Instead, the present doctoral research approaches this debate from the perspec…
JurisprudenceBreaking the Manual Annotation Bottleneck: Creating a Comprehensive Legal Case Criticality Dataset through Semi-Automated Labeling
Predicting case criticality helps legal professionals in the court system manage large volumes of case law. This paper introduces the Criticality Prediction dataset, a new resource for evaluating the potential influence …
JurisprudenceFairGLVQ: Fairness in Partition-Based Classification
Fairness is an important objective throughout society. From the distribution of limited goods such as education, over hiring and payment, to taxes, legislation, and jurisprudence. Due to the increasing importance of mach…
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