Ling-1T: benchmark results

Ant Group inclusionAI's open trillion-parameter MoE flagship (~50B active), tuned for code, math and efficient inference (October 2025). Provider: InclusionAI. Released 2025-10-09. Access: Open.

Unified ELO 1571 ± 1, rank #360 of 1392 rated models, from 57 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
CritPt60Accuracy (self-reported)91.9
AA Omniscience - Software Engineering (SWE) - HTML44Accuracy (%)80.7
AA Omniscience - Software Engineering (SWE) - Java21Accuracy (%)77.3
AA Omniscience - Software Engineering (SWE) - Python27Accuracy (%)76.8
AA Omniscience - Software Engineering (SWE) - Kotlin26Accuracy (%)76.6
UGI - Natural Intelligence30.84NatInt Score75.8
AA MMLU-Pro82.2Accuracy (%)75.1
AA Omniscience - Software Engineering (SWE) - R16Accuracy (%)72.5
UGI Leaderboard41.3UGI Score70.2
AA Omniscience - Software Engineering (SWE) - PHP28Accuracy (%)69.1
AA Omniscience - Software Engineering (SWE) - Rust54Accuracy (%)68.9
AA Omniscience - Software Engineering (SWE) - Julia16Accuracy (%)68.8

Interactive version: theaggregate.ai/model?slug=ling-1t · How It Works · Data refreshed daily, snapshot 2026-09-05.