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.

Aggregate Rating 1632 ± 18, rank #348 of 1656 rated models, from 150 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
OpenCompass Knowledge - Social Science - English (CompassBench 2510)93Score (%)100
OpenCompass Knowledge - Science - Chinese (CompassBench 2510)92Score (%)90.4
OpenCompass Reasoning - Puzzle - English (CompassBench 2510)92Score (%)88.5
OpenCompass Math - College - Chinese (CompassBench 2510)56Score (%)86.5
OpenCompass Reasoning - Common - Chinese (CompassBench 2510)81.4Score (%)84.6
OpenCompass Knowledge - Engineering - English (CompassBench 2510)88Score (%)82.7
OpenCompass LLM - Knowledge - Chinese (CompassBench 2510)88.2Score (%)82.7
AA Omniscience - Software Engineering (SWE) - HTML44Accuracy (%)80.7
AA MMLU-Pro82.2Accuracy (%)79
BenchTable - STEM70Weighted Score (%)77.6
AA Omniscience - Software Engineering (SWE) - Java21Accuracy (%)77.3
OpenCompass Knowledge - Engineering - Chinese (CompassBench 2510)93Score (%)76.9

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