view article Article Your model already knows it's wrong. Asking costs 0.06 seconds and zero tokens. FINAL-Bench • 2 days ago • 11
ZTC Models: JEV ecosystems Collection Answer verification from one forward pass, zero generated tokens. Measured against JEV and 10 others on 2,018 identical items. • 7 items • Updated 2 days ago • 32
view article Article Inside the JEV Ecosystem: 13 Answer Verifiers on One Test Set mayafree • 2 days ago • 11
Placement Is Free, Composition Is Not: The Latin Square as a Provably-Balanced Construction for Heterogeneous Sequence-Mixer Stacks Paper • 2609.20269 • Published Jul 29 • 2
view article Article OpenRouter Leaderboard: 425 Models by Price, Measured Speed and Korean Quality ginigen-ai • 6 days ago • 12
view article Article Same bytes, closer to the original: two lines of AutoRound we had wrong FINAL-Bench • 8 days ago • 12
The Mask Is Not the Model: Auditing Prefix Invariance in Attention, State-Space, and Hybrid Sequence Models Paper • 2608.22876 • Published 30 days ago • 14
A Numerical Realization of Suzuki's Weil-Quadratic-Form Operator: The Archimedean Spectral Law, its Universality, and an Operator Form of Weil's Positivity Criterion Paper • 2607.24830 • Published Jul 23 • 8
view article Article We changed one line and the benchmark score moved 0.21 AUROC FINAL-Bench • Aug 22 • 15
view article Article Who Tells You Whether the Molecule Your AI Just Designed Is Any Good? FINAL-Bench • Aug 15 • 11
view article Article AX-Ray, Finding Causal-Leakage Defects in Two General-Purpose Public Models FINAL-Bench • Aug 14 • 13
view article Article Model Genome: Fingerprinting Whether an LLM Was Trained From Scratch or Derived mayafree • Aug 8 • 18
view article Article The Fast Gemma Challenge: our verified-SOTA recipe, in full FINAL-Bench • Aug 3 • 24
Quantum Cryptanalysis on IBM Quantum Hardware: Extending Even--Mansour Period Recovery from N=4 to N=10 Paper • 2607.18340 • Published Jul 20 • 10
view article Article POCKET: a 35-billion-parameter model that runs on your iPhone — and on your PC with no GPU FINAL-Bench • Jul 23 • 11