Blog Posts | Joshua Berkowitz

2 Articles

SLED ×

SLED: Self Logits Evolution Decoding Boosts Factuality Without Retraining

Large language models deliver impressive results across many tasks, yet they still produce incorrect or ungrounded statements, often called hallucinations. A growing body of work explores how to reduc...

Decoding Factuality Inference-Time LLM SLED

Nov 3, 2025

0 330

Papers

Improving LLM Accuracy: How SLED Leverages Every Model Layer for Factual Results

Large language models (LLMs) have transformed how we interact with AI, but ensuring their outputs are consistently accurate remains a challenge. Hallucinations, confident but incorrect responses, ofte...

AI research decoding methods factuality hallucinations LLM accuracy model layers SLED

Sep 21, 2025

0 1903

News

Get All The Latest Research & News!

Subscribe

Our latest content

Check out what's new !

See all

Ads

Prompt Maker Image Generator

Struggling with the perfect AI image prompt? My free app helps you generate brilliant ideas and instantly creates an image to match. Go from concept to creation in two clicks!

Try It

Most Popular Articles

Check out what the hot topics are!

See all

Follow us

Get All The Latest Research & News!

Our latest content

Prompt Maker Image Generator

Most Popular Articles

Every shirt tells a story—and every story

#ClothingForACause