2 sources filed · EN 2
Mean relative improvement across 20 benchmarks: Claude Opus 4.6 10.4%, Claude Sonnet 4.6 9.6%, Gemini 3.1 Pro 6.8%, Codex (GPT-5.4) 4.4%.
20scientific ML benchmarks across 11 domains in the Agent4Sci testbed (25 tasks)
Targets: Cn2 (Mexico), Ts1 (Brazil), AaH I and AaH II (North Africa), LqhIII (Middle East).
318,484protein designs generated by the model over the campaign, using 12 design tools
2 sources filed · EN 2
The NSA supplied the seeds without explanation in 2000, fuelling suspicion of deliberate weaknesses and a public bounty.
1,842generator iterations needed to produce the published P-256 seed
Toffoli-qubit cost improvements over baselines: Reed-Solomon DQI decoder 12x, HHL rotation angle 32x, Coulomb potential 9.9x, fixed-point Gaussian 39x, Fe2S2 alias-select 4.1x, non-abelian lattice-gauge simulation 7.7x.
12Toffoli-qubit cost improvement factor for the Reed-Solomon DQI decoder
2 sources filed · EN 2
Two kinds of autoformalisation: (i) turning a proof into any Lean proof that compiles; (ii) faithfully translating every statement and argument.
m+4 vs m+5derivatives required in OpenAI's paper (eq. 8.19) versus in the cited Lean theorem
The README lists 719 manuscripts in 372 families (the Library title says 722); a family groups a principal result with companion arguments, consequences or alternative proofs, classified by discipline.
719manuscripts in the catalogue, organised into 372 families (README at time of reading)