Visual Question Answering on NetQ
81.381AccuracyGPT 5.1
Evaluation Results
| Method | Links | |
|---|---|---|
| GPT 5.1Reasoning Protocol=SPARC2026.06 | 81.381 | |
| CLAUDE S4Reasoning Protocol=SPARC2026.06 | 80.658 | |
| QWEN3 I.Reasoning Protocol=SPARC2026.06 | 80.606 | |
| GPT 4OReasoning Protocol=SPARC2026.06 | 79.053 | |
| GLM 4.5VReasoning Protocol=SPARC2026.06 | 78.407 | |
| MATH.2026.06 | 58.989 | |
| CLAUDE S4Reasoning Protocol=COT2026.06 | 57.205 | |
| GPT 5.1Reasoning Protocol=COT2026.06 | 55.791 | |
| NOTEMR2026.06 | 46.67 | |
| GLM 4.5VReasoning Protocol=COT2026.06 | 46.296 | |
| GIFOMR2026.06 | 34.725 | |
| GPT 4OReasoning Protocol=COT2026.06 | 29.899 | |
| QWEN3 I.Reasoning Protocol=COT2026.06 | 21.953 | |
| REFLEC.2026.06 | 16.969 | |
| GPT 4OReasoning Protocol=CODE2026.06 | 8.951 | |
| CLAUDE S4Reasoning Protocol=CODE2026.06 | 8.791 | |
| GPT 5.1Reasoning Protocol=CODE2026.06 | 8 | |
| QWEN3 I.Reasoning Protocol=CODE2026.06 | 3.297 | |
| GLM 4.5VReasoning Protocol=CODE2026.06 | 2.198 |