Legal Case Similarity Competition at CCL 2019: Dataset, Task Transformation, and Model Solutions

The article reviews the CCL “Chinese Law Research Cup” similarity competition, describing the legal text dataset, converting the triple‑sample task to a binary similarity problem, outlining challenges such as long documents, and summarizing the BERT‑based Siamese, InferSent, and triplet‑loss models that achieved top‑10 results.

BERTCCL 2019Legal NLP

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Legal Case Similarity Competition at CCL 2019: Dataset, Task Transformation, and Model Solutions

Baobao Algorithm Notes

Dec 27, 2017 · Artificial Intelligence

How AI Can Act as a Judge: Deep Learning Methods for Predicting Fines and Legal Articles

This article presents a comprehensive solution for the CCF BDCI 2017 "AI Judge" competition, detailing data analysis, preprocessing, multiple deep‑learning models (TextCNN, RNN, Structured), model fusion techniques, and experimental results for automatically predicting fine ranges and relevant legal statutes from case facts.

AIFine PredictionLegal Article Classification

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How AI Can Act as a Judge: Deep Learning Methods for Predicting Fines and Legal Articles