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Machine Learning Discovery

EDRM - Electronic Discovery Reference Model

The $20 Test: What a Parking Lot Taught Me About AI and Legal Judgment

Every day, lawyers and judges the world over are asking ChatGPT and other AI tools to help them reason through complex ethical dilemmas, draft arguments, and make strategic decisions....more

EDRM - Electronic Discovery Reference Model

Panel of Experts for Everyone About Anything – Part Three: Demo of 4o as Panel Driver on New Jobs

This is the conclusion to the article, Panel of Experts for Everyone About Anything – Part One and Part Two. Here we give another demonstration of the software described in Part One. Part Two provided a demonstration where...more

Lighthouse

AI in Action: Improving TAR in Antitrust Matters

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Agility, precision, and the ability to stay ahead of the curve are everything in antitrust. In this Q&A, Lighthouse experts Kamika Brown (Client Success Manager, Antitrust) and Fernando Delgado (Senior Director, AI &...more

EDRM - Electronic Discovery Reference Model

Document Content vs. Metadata in eDiscovery AI: A Clarification of Scope, Access, and Accuracy

Abstract - This article addresses a critical source of confusion in legal technology: the conflation of document content and metadata in generative AI tools for eDiscovery. Document content is the text and visual data you see...more

EDRM - Electronic Discovery Reference Model

Avoiding the Third Rail of Legal AI: Don’t Let the Machine Think for You

Why professional responsibility demands we use AI as a tool—not a substitute—for legal thinking and decision-making. AI is transforming legal practice at breakneck speed. Generative AI tools promise unprecedented efficiency...more

EDRM - Electronic Discovery Reference Model

The Future is Now: Why Trial Lawyers and Judges Should Embrace Generative AI Now and How to Do It Safely and Productively

Introduction: The Urgency and Promise of Generative AI in Law - The unprecedented rapid advancement of generative artificial intelligence (AI) worldwide presents the legal profession with a pivotal opportunity for...more

EDRM - Electronic Discovery Reference Model

Case Study: Practical Testing for Effectively Organizing Documents with GenAI Review

This case study outlines a practical framework for evaluating Generative AI (“GenAI”) review for organizing documents in discovery using Relativity’s aiR for Review....more

EDRM - Electronic Discovery Reference Model

Chambers Guidance: Using AI Large Language Models (LLMs) Wisely and Ethically

Tomorrow, I’m delivering a talk to the Texas Second Court of Appeals (Fort Worth), joined by my friend, Lynne Liberato of Houston. We will address LLM use in chambers and in support of appellate practice, where Lynne is a...more

Kilpatrick

The Human Element Remains: How Legal Professionals and AI Can Best Collaborate in the Future of E-Discovery and Litigation

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In an era where artificial intelligence (AI) is reshaping every industry, the legal profession stands at a pivotal crossroads. Building on the successful adoption of predictive coding and machine learning in everyday...more

EDRM - Electronic Discovery Reference Model

From Prompters to Partners: The Rise of Agentic AI in Law and Professional Practice

Introduction: Beyond the Prompt Era - The legal profession is undergoing a profound shift. For decades, the integration of computing in law was incremental—word processors, databases, legal research platforms....more

EDRM - Electronic Discovery Reference Model

AI Companionship and Machine Intuition: Rethinking Relationships in the Age of Artificial Empathy

ComplexDiscovery Editor’s Note: This featured article from ComplexDiscovery OÜ provides an examination of one of the most compelling sessions from the 2025 Dublin Tech Summit, where AI transcended analytics and delved into...more

EDRM - Electronic Discovery Reference Model

[Webinar] Ask the Experts: Live Demo + Interactive Q&A on Exterro Intelligence Capabilities - June 18th, 1:00 pm - 2:00 pm ET

Curious about how Exterro Intelligence features can transform your legal processes? Join our product experts for an exclusive live demo showcasing real-world applications of our latest AI-powered capabilities that can improve...more

U.S. Legal Support

How to Streamline Record Retrieval

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Lawyers and legal professionals depend on seamless, efficient records retrieval at all stages of litigation. The healthcare industry also relies on efficient medical record retrieval services to process insurance claims and...more

EDRM - Electronic Discovery Reference Model

AI Can Improve Great Lawyers—But It Can’t Replace Them

The rise of legal AI has sparked a familiar fear: that our hard-won expertise might be absorbed into machines. That lawyers will be off-loaded—our reasoning encoded, commodified, and reduced to prompts. That we’ll be...more

Esquire Deposition Solutions, LLC

Technology-Assisted Review Was Litigation’s First Encounter With AI

While the use of artificial intelligence for drafting legal pleadings is a relatively new phenomenon, the deployment of artificial intelligence in pretrial discovery of electronically stored information is not. In fact, the...more

EDRM - Electronic Discovery Reference Model

Bots Battle for Supremacy in Legal Reasoning – Part Five: Reigning Champion, Orion, ChatGPT-4.5 Versus Scorpio, ChatGPT-o3

Will the challenger, Scorpion, defeat the reigning champ, Orion? Or will Orion keep his title as the world’s best AI legal reasoner? Read about my experiment and find out....more

EDRM - Electronic Discovery Reference Model

Dario Amodei Warns of the Danger of Black Box AI that No One Understands

Dario Amodei, Chief Scientist and CEO of Anthropic, has written another important article you should read: The Urgency of Interpretability. He is very concerned that scientists have created a powerful new technology that no...more

EDRM - Electronic Discovery Reference Model

Zero to One: A Visual Guide to Understanding the Top 22 Dangers of AI

When zero becomes one, possibility leaps out of the void, as Peter Thiel champions in his book, Zero to One. But what happens when the entrepreneur is foolish and pushes his scientists to open a Pandora’s box? What happens...more

EDRM - Electronic Discovery Reference Model

Enhancing Discovery with Alchemy Textract: How AI-Powered OCR Captures Handwritten Notes and Poorly Scanned Documents

In today’s legal landscape, investigations and discovery often involve processing thousands of complex documents. Traditional Optical Character Recognition (OCR) technology struggles with the varied document types legal...more

EDRM - Electronic Discovery Reference Model

Bar Battle of the Bots – Part Four: Birth of Scorpio

The AI bot battles rage on. This round, we test OpenAI’s newest contender, released April 16, 2025: ChatGPT o3. Not to be confused with its leaner sibling—ChatGPT o3-mini, which debuted in January. When we tested that old...more

EDRM - Electronic Discovery Reference Model

Afraid of AI? Learn the Seven Cardinal Dangers and How to Stay Safe

If you’re afraid of artificial intelligence, you’re not alone, and you’re not wrong to be cautious. AI is no longer science fiction. It’s embedded in the apps we use, the decisions that affect our lives, and the tools...more

EDRM - Electronic Discovery Reference Model

When AI Gets Personal: Legal Implications of Artificial Intimacy

ComplexDiscovery Editor’s Note: Emotional bonds with AI are no longer speculative—they’re shaping user behavior and redefining the risks legal professionals must address. This thoughtful exploration of artificial intimacy...more

EDRM - Electronic Discovery Reference Model

Custom GPTs: Why Constant Updating Is Essential for Relevance and Performance

Over the past few weeks, I’ve been immersed in the necessary but time-consuming task of updating my Custom GPTs—AI tools I designed using OpenAI’s GPT Builder platform. Some are private, tailored to my work as a lawyer,...more

EDRM - Electronic Discovery Reference Model

Court Holds That an ESI Protocol Must be Specific in GenAI Copyright Class Action

In Andersen v. Stability AI Ltd., 2025 WL 870358 (N.D. Cal. Mar. 19, 2025), the court resolved a dispute over an ESI Protocol. The starting point was a Standing Order that, absent good cause, parties “shall use” one of the...more

Epiq

Why Confidence Scoring With LLMs Is Dangerous

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When it comes to confidence assessments from LLMs, scoring predictions is essential. The most important thing is not the scores themselves, but the resulting ranking these scores produce. Once our model (TAR 1.0, TAR 2.0,...more

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