GLM-4.6 (Thinking): benchmark results

GLM-4.6 evaluated with thinking enabled. Provider: Zhipu. Released 2025-09-30. Access: Open.

Aggregate Rating 1643 ± 17, rank #547 of 2168 rated models, from 45 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
BenchTable72.9Total Score (%)90.4
BenchTable - Reasoning75.3Weighted Score (%)89.2
AgentNoiseBench (tau2-bench, User Noise)68Success on a stratified 25 percent sample of tau2-bench task89.1
BenchTable - Utility72.4Weighted Score (%)87.8
IF-RewardBench - Overall Assessment (Multi-Turn)0.26Kendall tau-b (-1 to 1) between the judge ranking of the res87.5
BenchTable - STEM75.1Weighted Score (%)85.2
AgentNoiseBench (VitaBench, Tool Noise)40Success on a stratified 25 percent sample of VitaBench tasks84.8
AgentNoiseBench (VitaBench, User Noise)40Success on a stratified 25 percent sample of VitaBench tasks84.8
AgentNoiseBench (tau2-bench, Tool Noise)56Success on a stratified 25 percent sample of tau2-bench task84.8
LLM2014 Code 2025-11 - C#8.38Score84
IF-RewardBench - Overall Assessment0.27Kendall tau-b (-1 to 1) between the judge ranking of the res81.2
IF-RewardBench - Overall Assessment (Single-Turn)0.36Kendall tau-b (-1 to 1) between the judge ranking of the res81.2

Interactive version: theaggregate.ai/model?slug=glm-4-6-thinking · How It Works · Data refreshed daily, snapshot 2026-10-20.