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Mathematical Reasoning on RBench-V Math

61.4AccuracyATLAS
13.45625.90338.3550.797Mar 24, 2026Apr 4, 2026Apr 16, 2026Apr 27, 2026May 9, 2026May 20, 2026Jun 1, 2026

Evaluation results

MethodLinks
ATLASEvaluation Protocol=Test-time scaling, Backbone=Gemini 3 Flash Preview2026.0661.4
Pass@1Evaluation Protocol=Test-time scaling, Backbone=Gemini 3 Flash Preview2026.0654.5
OpenAI o3Evaluation Protocol=Zero-shot2026.0648.3
OpenAI o4-miniEvaluation Protocol=Zero-shot2026.0643.2
Gemini 2.5 ProEvaluation Protocol=Zero-shot2026.0642.6
Doubao-1.5-thinking-pro-mEvaluation Protocol=Zero-shot2026.0638.6
OpenAI o1Evaluation Protocol=Zero-shot2026.0634.7
GPT-OSS-120B + GeoTikzBridge-BaseTikz-supplementation=true2026.0330.1
GLM4.5-V-106B-A12B + GeoTikzBridge-BaseTikz-supplementation=true2026.0329.5
Qwen3-30B-A3B + GeoTikzBridge-BaseTikz-supplementation=true2026.0326.7
Skywork-OR1-32B + GeoTikzBridge-BaseTikz-supplementation=true2026.0325.3
GLM-4.5-Air-106B-A12B + GeoTikzBridge-BaseTikz-supplementation=true2026.0325
GPT-4oTikz-supplementation=false2026.0324.4
Qwen3-VL-30B-A3B + GeoTikzBridge-BaseTikz-supplementation=true2026.0323.6
InternVL3.5-38B + GeoTikzBridge-BaseTikz-supplementation=true2026.0323.2
GLM4.5-V-106B-A12BTikz-supplementation=false2026.0323
Qwen2.5-VL-32BTikz-supplementation=false2026.0322.7
Qwen3-VL-30B-A3BTikz-supplementation=false2026.0321.8
InternVL3.5-38BTikz-supplementation=false2026.0321.6
DS-R1-Distill-Qwen-32B + GeoTikzBridge-BaseTikz-supplementation=true2026.0321.3
GLM-Z1-32B + GeoTikzBridge-BaseTikz-supplementation=true2026.0320.1
InternVL3-78BTikz-supplementation=false2026.0315.9
Qwen2.5-VL-72BTikz-supplementation=false2026.0315.3