Benchmarks
Showing 35 benchmarks articles
BenchmarksReal-SWE Benchmark: AI Models Struggle on Private Code
Real-SWE tests AI models on private enterprise codebases instead of public GitHub repos. The top frontier model scores...
September 14, 20267 min
40
BenchmarksASR Benchmarks Are Broken: The Optimization Problem
Speech recognition leaderboards keep hitting record-low WER scores, but Hugging Face's new analysis shows how much of...
September 4, 20267 min
67
BenchmarksPocket LLM Benchmarks: What Actually Runs on Your Phone
The Artificial Analysis mobile inference data shows a widening gap between what phones can theoretically run and what...
August 31, 20267 min
103
BenchmarksLoRA Speedrun: Wall-Clock Leaderboard Shaking Up Fine-Tuning
A new public leaderboard called LoRA Speedrun ranks fine-tuning techniques by raw wall-clock time. The results expose...
August 31, 20268 min
44
BenchmarksASR Benchmark Gaming: How to Spot Overfitting in 2026
Hugging Face's new methodology shows how speech recognition models game leaderboards. The gap between benchmark WER and...
August 23, 20268 min
128
BenchmarksProduction RAG on Open Models: The Numbers That Matter
A benchmark-driven look at production RAG with open models, hybrid retrieval, reranking, and RAGAS scoring. What...
August 21, 20268 min
165
BenchmarksAI Benchmark Saturation: Why the Scoreboards Broke in 2026
MMLU is capped at 93%. HumanEval is basically solved. A look at the data behind AI benchmark saturation and what...
August 5, 20267 min
258
BenchmarksHomebench: The Local LLM Benchmark Tool Worth Your Time
Homebench measures speed, memory, and quality for local LLMs on your own hardware. Here's what the numbers actually...
August 4, 20267 min
122
BenchmarksAGI Ranker Audit: Every LLM Score Dropped 6-15 Points
A self-audit of the AGI Ranker leaderboard exposed scoring bias that inflated every model by 6-15 points. Here's what...
July 31, 20265 min
233
BenchmarksLLM Agents Flop at Coordination: Inside the ALEM Benchmark
A new open-ended coordination benchmark tests 13 LLMs across communication, trading, crafting, and combat. Most agents...
July 19, 20268 min
251
BenchmarksApple SpeechAnalyzer vs Whisper: Benchmark Verdict
Apple's new SpeechAnalyzer API landed in iOS 26 with big claims. Benchmark data from Inscribe puts it head-to-head with...
July 18, 20267 min
201
BenchmarksTalos-XII: Hand-Written Rust Autograd Hits 10k Sims/Sec
A solo-built Rust autograd stack with custom SIMD dispatch models gacha probabilities at 10k+ sims per second. Here's...
July 10, 20267 min
180