mlsanityData to 14 Oct 2026

Towards the Exploitation of LLM-based Chatbot for Providing Legal Support to Palestinian Cooperatives

arXiv 2306.05827 ↗First posted 9 Jun 2023cs.CLcited by 2

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Abstract (arXiv)

With the ever-increasing utilization of natural language processing (NLP), we started to witness over the past few years a significant transformation in our interaction with legal texts. This technology has advanced the analysis and enhanced the understanding of complex legal terminology and contexts. The development of recent large language models (LLMs), particularly ChatGPT, has also introduced a revolutionary contribution to the way that legal texts can be processed and comprehended. In this paper, we present our work on a cooperative-legal question-answering LLM-based chatbot, where we developed a set of legal questions about Palestinian cooperatives, associated with their regulations and compared the auto-generated answers by the chatbot to their correspondences that are designed by a legal expert. To evaluate the proposed chatbot, we have used 50 queries generated by the legal expert and compared the answers produced by the chart to their relevance judgments. Finding demonstrated that an overall accuracy rate of 82% has been achieved when answering the queries, while exhibiting an F1 score equivalent to 79%.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 9 of its 23 references that are in the map. First posted on arXiv 9 Jun 2023.

Builds on

9 of 23 references.

References · 9

  1. 2020Language Models are Few-Shot Learnerscited by 32,419
  2. 2021Scaling Language Models: Methods, Analysis & Insights from Training Gophercited by 1,202
  3. 2022Evaluating Human-Language Model Interactioncited by 92
  4. 2023ChatGPT Prompt Patterns for Improving Code Quality, Refactoring, Requirements Elicitation, and Software Designcited by 66
  5. 2022Legal Prompt Engineering for Multilingual Legal Judgement Predictioncited by 55
  6. 2023ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbotscited by 47
  7. 2022ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument Miningcited by 25
  8. 2019Empirical Study of Deep Learning for Text Classification in Legal Document Reviewcited by 11
  9. 2019A Framework for Explainable Text Classification in Legal Document Reviewcited by 3

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