2025-04-01
Hallucinations by Design (Part 2): The Silent Flaws of Embeddings & Why Your AI Is Getting It Wrong
This is the second part in the series on Hallucinations by Design. It is a continuation of our previous discussion on how embeddings hallucinate. We're basically working with models that...
How Neighborhood Data Improves Legal Document Classification
This section presents experimental results on using kNN and prototype-based interpolation to improve rhetorical role labeling, showing how each method performs across various datasets, with insights on sensitivity and performance...
How AI Can Better Categorize Legal Documents by Learning from Similar Texts
This section discusses training-time methods—contrastive learning, single prototype, and multi-prototype learning—to improve rhetorical role labeling by enhancing embedding discriminability and addressing label variation.
Improving Legal Document Labeling by Comparing Similar Sentences
This section explores methods to improve rhetorical role labeling at inference time using semantically similar instances, including kNN and prototype-based interpolation to handle rare patterns and enhance model performance.
Leveraging Deep Learning for Legal Text Analysis
This section reviews the development of rhetorical role labeling methods in legal texts, highlighting key advances from CRF models to deep learning, and explores neighborhood learning techniques for better cross-domain...
Datasets and Models Used to Analyze Legal Documents
This section details four datasets used for rhetorical role labeling (RRL) in legal texts and describes the baseline model built on BERT, Bi-LSTM, and attention pooling for sentence classification.
New AI Methods Help Machines Understand Legal Text Better
This study presents new methods to enhance rhetorical role labeling (RRL) for legal texts, addressing issues like data scarcity, complex sentence roles, and cross-domain model transfer.
Python in Docker: The Tiny Fix That Saves Hours of Headaches
Learn how to solve the 'Python not found' error in Docker with a simple symlink command. This developer guide shows you how to create a Python alias in your Dockerfile,...
How to Use Excel TODAY Function? -> Excel 24x7
The **TODAY** function in Excel returns the **current date** and updates automatically whenever the worksheet is opened or changed. This function does not require any arguments and you can apply...
Mercator Extreme is a fun tool that you can use to choose...
Mercator Extreme is a fun tool that you can use to choose any point on Earth as the pole and then view the resulting ultra-distorted Mercator map. đź’¬ Join the...
How to Build on Blockchain Using Fireblocks' New Developer APIs
Fireblocks' new Developer APIs simplify blockchain app development by offering tools to manage assets, access on-chain data, integrate staking, and soon enable DeFi swaps. With unified access and automation, developers...
Elon Musk’s Grok AI Can't Stop Tweeting Out the N-Word
Creative racists have figured out how to get Grok, Elon Musk's AI chatbot that is now officially part of X, to tweet out racial slurs — and now, the chatbot...
With a headline like this, how can you resist? On the Best...
With a headline like this, how can you resist? On the Best (Worst) Best Man Speech Ever (at My Super Mario-Themed Wedding). “After he finished his speech, he received applause...
Jason Snell’s Unsuccessful Journey Into Netflix’s Ad Tier
Jason Snell: While the ads played on, I began creating a thought experiment: There’s a $10 difference between the ad and ad-free plans. If Mr. Netflix (he wears a top...
Scientists Tried to Kill Spacecraft But It Was So Tough That It Refused to Die
While it was getting ready to power down its Gaia spacecraft, the European Space Agency encountered some unusual resistance. The spacecraft, which has been creating a highly detailed, three-dimensional map...
“A fragile 13th century manuscript fragment, hidden in plain sight as the...
“A fragile 13th century manuscript fragment, hidden in plain sight as the binding of a 16th-century archival register, has been discovered in Cambridge and revealed to contain rare medieval stories...
No One Is Safe From America’s Abusive Immigration Authorities Anymore. “Immigration agents...
No One Is Safe From America’s Abusive Immigration Authorities Anymore. “Immigration agents are increasingly using the full statutory powers that they always had, choosing to detain, abuse, and deport these...
CoreWeave's Stock Now Spiking After Disastrous IPO
AI hyperscaler CoreWeave's initial public offering was meant to serve as a litmus test for the industry. The firm went public on the stock market this week, becoming the first...
The key principles of PLG: Leah Tharin at #mtpcon London 2025 (Product Advisor)
Leah Tharin is a leading Product-Led Growth (PLG) advisor with years of experience in the product space. At #mtpcon London 2025, she led an actionable session on the key principles...
Historian Heather Cox Richardson says that Facebook is removing her posts. Her...
Historian Heather Cox Richardson says that Facebook is removing her posts. Her two most recent posts, both critical of the Trump regime, are not on the platform anymore.
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