mlsanityData to 14 Oct 2026

Evaluating the Role of Large Language Models in Legal Practice in India

arXiv 2508.09713 ↗First posted 13 Aug 2025cs.CL cs.AIcited by 2

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Abstract (arXiv)

The integration of Artificial Intelligence(AI) into the legal profession raises significant questions about the capacity of Large Language Models(LLM) to perform key legal tasks. In this paper, I empirically evaluate how well LLMs, such as GPT, Claude, and Llama, perform key legal tasks in the Indian context, including issue spotting, legal drafting, advice, research, and reasoning. Through a survey experiment, I compare outputs from LLMs with those of a junior lawyer, with advanced law students rating the work on helpfulness, accuracy, and comprehensiveness. LLMs excel in drafting and issue spotting, often matching or surpassing human work. However, they struggle with specialised legal research, frequently generating hallucinations, factually incorrect or fabricated outputs. I conclude that while LLMs can augment certain legal tasks, human expertise remains essential for nuanced reasoning and the precise application of law.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 9 of its 35 references that are in the map. First posted on arXiv 13 Aug 2025.

Builds on

9 of 35 references.

References · 9

  1. 2023LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Modelscited by 336
  2. 2022GPT Takes the Bar Examcited by 65
  3. 2023Precedent-Enhanced Legal Judgment Prediction with LLM and Domain-Model Collaborationcited by 52
  4. 2024LawLLM: Law Large Language Model for the US Legal Systemcited by 37
  5. 2023ChatGPT may Pass the Bar Exam soon, but has a Long Way to Go for the LexGLUE benchmarkcited by 33
  6. 2024Better Call GPT, Comparing Large Language Models Against Lawyerscited by 26
  7. 2024Evaluating AI for Law: Bridging the Gap with Open-Source Solutionscited by 11
  8. 2024LLM vs. Lawyers: Identifying a Subset of Summary Judgments in a Large UK Case Law Datasetcited by 8
  9. 2024PILOT: Legal Case Outcome Prediction with Case Lawcited by 6

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.