What an AI Benchmark Score Can and Cannot Tell You
I’m Maya Chen, and I write this for developers who want to turn a flashy demo into something dependable. I’ve stood where you stand: a calendar full of meetings, a brittle edge case that kee
# AI Research and Benchmarks
Papers, tests, claims, limits, and what results mean outside the lab.
GLUE Versus SuperGLUE: What Changed When the First Benchmark Became Too Easy?
I still remember the first time GLUE clicked for me. It wasn’t a single spark. More like a series of small, pragmatic lanterns lining a corridor I was afraid I’d wander forever. The idea was
MLPerf Explained: Comparing AI Systems, Not Just Models
I keep a notebook with a dozen demos that never quite behave like the brochure. After the demo, you hear the same questions from different teams: which numbers matter, and why do they tell y
Does MMLU Measure Broad Knowledge or Test-Taking Skill?
Does a high MMLU score prove you’ve got broad intelligence, or does it just show you’re good at guessing the right letter on a multiple-choice test?
HELM and the Case Against Judging Models by One Number
I’m writing this after watching a striking demo end with a single score card. The room is full of engineers who know better than to treat a badge of “best accuracy” as a passport to producti
What LibriSpeech Tests, and What Real Speech Can Still Break
I’ve spent enough mornings chasing a demo’s glow to know what a clean test set hides. LibriSpeech is the backdrop we use when we want a number to look good, a score that fits a slide deck. I
SWE-Bench: Can an AI Model Fix Real Software Issues?
The need is simple and stubborn: can a model’s patch really stand up to the messy, time-pressed demands of real software issues, or is it another demo with brittle legs? I’m Maya Chen, a sof
LiveBench and the Race to Keep AI Tests Fresh
The thing that changed wasn’t a line of code or a new model. It was a rule, small on paper, loud in practice. LiveBench announced a shift: new questions would roll out every month, drawn fro
GQA and VQA: When Seeing Is Not the Same as Reasoning
I watch a demo burn bright, then I start asking what survives the flame. I’m Maya Chen, a software engineering manager in Seattle who’s learned the hard way that a striking demo does not equ