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20192025
most citedExplainable Text Classification in Legal Document Review A Case Study of Explainable Predictive Coding

36 citations · 46 across the 7 of their papers we have counts for

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7 papers · 1 filter

cs.IR2025

Exploiting the Randomness of Large Language Models (LLM) in Text Classification Tasks: Locating Privileged Documents in Legal Matters

Keith Huffman, Jianping Zhang, Nathaniel Huber-Fliflet +2

In legal matters, text classification models are most often used to filter through large datasets in search of documents that meet certain pre-selected criteria like relevance to a…

cs.IR2023

Explainable Text Classification Techniques in Legal Document Review: Locating Rationales without Using Human Annotated Training Text Snippets

Christian Mahoney, Peter Gronvall, Nathaniel Huber-Fliflet +1

US corporations regularly spend millions of dollars reviewing electronically-stored documents in legal matters. Recently, attorneys apply text classification to efficiently cull ma…

cs.IR20211 cited

CNN Application in Detection of Privileged Documents in Legal Document Review

Rishi Chhatwal, Robert Keeling, Peter Gronvall +3

Protecting privileged communications and data from disclosure is paramount for legal teams. Legal advice, such as attorney-client communications or litigation strategy are typicall…

cs.IR20197 cited

A Framework for Explainable Text Classification in Legal Document Review

Christian J. Mahoney, Jianping Zhang, Nathaniel Huber-Fliflet +2

Companies regularly spend millions of dollars producing electronically-stored documents in legal matters. Recently, parties on both sides of the 'legal aisle' are accepting the use…

cs.IR2019

Evaluation of Seed Set Selection Approaches and Active Learning Strategies in Predictive Coding

Christian J. Mahoney, Nathaniel Huber-Fliflet, Haozhen Zhao +3

Active learning is a popular methodology in text classification - known in the legal domain as "predictive coding" or "Technology Assisted Review" or "TAR" - due to its potential t…

cs.IR20192 cited

An Empirical Study of the Application of Machine Learning and Keyword Terms Methodologies to Privilege-Document Review Projects in Legal Matters

Peter Gronvall, Nathaniel Huber-Fliflet, Jianping Zhang +3

Protecting privileged communications and data from disclosure is paramount for legal teams. Unrestricted legal advice, such as attorney-client communications or litigation strategy…