Atlas

Benchmarks

← All benchmarks

RiemannBench (November 2026 rescoring)

Math

Surge's RiemannBench board as rescored between its November 1 and November 3, 2026 site builds: unconstrained research agents with coding tools and web search on 25 research-level math problems. Surge's launch post says it gave models unlimited time per problem instead of one hour and tested during periods of more stable performance, but dates neither that change nor this rescoring, and the page has no changelog. Every published value is a multiple of 0.8, which fits five attempts on each problem. Kept apart from the original board because scores moved by as much as 25.6 points (Muse Spark 1.3 xHigh, 28 to 53.6).

Benchmark source: Surgehq

Top models (higher is better)

ModelScoreSource
GPT-5.6 Sol83.2Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
GPT-6 Astra81.6Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Claude Opus 5.580.0Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Gemini 4 Carbon80.0Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
GPT-6.1 Sol79.2Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Claude Sonnet 5.576.8Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Gemini 4 Argon74.4Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Claude Fable 5.171.2Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Muse Wonder Full63.2Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Kimi K3.1 Pro60.8Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Muse Wonder59.2Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Grok 4.757.6Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Gemini 3.8 Flash56.8Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Muse Spark 1.353.6Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
DeepSeek V4.1 Flash 101738.4Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Beam 1.0 501B A23B37.6Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Kimi K336.8Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
GLM-5.320.8Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Mistral Large 4 Preview20.0Surge AI RiemannBench (November 2026 rescoring) leaderboard · Surge AI
Loading Atlas data…