Tag

Benchmarks

12posts

Feb 17, 20266 min

From PDE Guarantees to LLM Inference: What BEACONS Gets Right About Reliability

BEACONS offers a model for reliability that AI systems badly need: explicit bounds, checkable guarantees, and less benchmark theater.

Benchmarks Evaluation

Sep 21, 202524 min

Grok-4 Shakes Up the AI Leaderboards – How Elon Musk’s AI Stacks Up and What’s Next

Grok-4's benchmark wins are examined with both excitement and caution as the frontier race tightens.

Benchmarks ChatGPT

Sep 20, 20254 min

From Prompts to People: What OpenAI’s Usage Study Means for Model Leaderboards

OpenAI's usage study shifts attention from benchmark scores to how ordinary people actually use ChatGPT in daily life.

Benchmarks ChatGPT

Aug 7, 20256 min

Factual Recap: OpenAI's GPT-5 Keynote Event

A factual recap of OpenAI's GPT-5 keynote, collecting the main claims, demos, benchmarks, and availability details.

Benchmarks Evaluation

Jan 29, 20255 min

Humanity’s Last Exam: The Ultimate Test for AI and the Future of Intelligence

Humanity's Last Exam is framed as a benchmark that tests not only models, but our assumptions about intelligence itself.

Benchmarks DeepSeek

Dec 10, 20247 min

When AI Can't Count: A Hilarious Look at the Math Skills of Text-to-Image Models

Text-to-image models still struggle with counting, making their visual brilliance look surprisingly fragile at the level of basic numeracy.

AI Benchmarks

Jul 5, 20244 min

Comparison of LLMs: Lies, Damned Lies, and Benchmarks 1/6

The opening part of a benchmark series asks what LLM evaluations really measure and why the numbers often mislead.

Alignment Benchmarks

Jul 5, 20245 min

Comparison of LLMs: Lies, Damned Lies, and Benchmarks 2/6

Part two examines benchmark methods themselves, exposing the assumptions behind the scores used to compare language models.

Alignment Benchmarks

Jul 5, 20245 min

Comparison of LLMs: Lies, Damned Lies, and Benchmarks 3/6

Part three moves from benchmark scores to application areas, asking where LLM performance actually matters in practice.

Alignment Benchmarks

Jul 5, 20245 min

Comparison of LLMs: Lies, Damned Lies, and Benchmarks 4/6

Part four digs into the good, bad, and misleading sides of benchmark results and their interpretation.

Alignment Benchmarks

Jul 5, 20245 min

Comparison of LLMs: Lies, Damned Lies, and Benchmarks 5/6

Part five steps beyond scores to consider real-world limitations, reliability, and practical model behavior.

Alignment Benchmarks

Jul 5, 20245 min

Comparison of LLMs: Lies, Damned Lies, and Benchmarks 6/6

The final benchmark essay looks toward better evaluation methods that test usefulness rather than leaderboard theater.

Alignment Benchmarks