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Nonet at SemEval-2023 Task 6: Methodologies for Legal Evaluation

17 October 2023
S. Nigam
Aniket Deroy
Noel Shallum
Ayush Kumar Mishra
Anup Roy
Shubham Kumar Mishra
Arnab Bhattacharya
Saptarshi Ghosh
Kripabandhu Ghosh
    AILaw
    ELM
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Abstract

This paper describes our submission to the SemEval-2023 for Task 6 on LegalEval: Understanding Legal Texts. Our submission concentrated on three subtasks: Legal Named Entity Recognition (L-NER) for Task-B, Legal Judgment Prediction (LJP) for Task-C1, and Court Judgment Prediction with Explanation (CJPE) for Task-C2. We conducted various experiments on these subtasks and presented the results in detail, including data statistics and methodology. It is worth noting that legal tasks, such as those tackled in this research, have been gaining importance due to the increasing need to automate legal analysis and support. Our team obtained competitive rankings of 15th^{th}th, 11th^{th}th, and 1st^{st}st in Task-B, Task-C1, and Task-C2, respectively, as reported on the leaderboard.

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