Ling-2.6-1T: benchmark results

InclusionAI's open 1T-parameter Ling 2.6 MoE, the non-reasoning counterpart to Ring-2.6-1T. Provider: InclusionAI. Released 2026-04-23. Access: Open.

Aggregate Rating 1651 ± 20, rank #309 of 1656 rated models, from 89 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
FinRiskAtlas - Evidence-Grounded Processing - Quantitative Reasoning86.21Numerical Accuracy (%)100
FinRiskAtlas - FinRisk-Ask - Evidence-Request Alignment79.75ERA (%; DeepSeek-V4-Flash request-alignment judge)100
FinRiskAtlas - Applied Review - Risk Classification75.68Accuracy (%)95.3
AA Omniscience - Software Engineering (SWE) - HTML48Accuracy (%)85.8
FinRiskAtlas - Domain Knowledge - FinTech & Security83.22Macro-Averaged Accuracy (%)84.4
AA TAU-2 Bench89.77Accuracy (%)84.3
Tau2-Bench Telecom89.77Success Rate (%)84.2
AA Omniscience - Software Engineering (SWE) - JavaScript40.91Accuracy (%)83.4
AA Omniscience - Software Engineering (SWE) - TypeScript36.67Accuracy (%)82.4
FinRiskAtlas - FinRisk-Ask - Conditional Request Alignment82.58CRA (%; DeepSeek-V4-Flash request-alignment judge)82.3
AA Omniscience - Software Engineering (SWE) - Dart28Accuracy (%)82.1
AA Omniscience - Software Engineering (SWE) - Java23Accuracy (%)81.7

Interactive version: theaggregate.ai/model?slug=ling-2-6-1t · How It Works · Data refreshed daily, snapshot 2026-10-20.