| Qwen3.8-Flash-Next (xhigh default thinking configuration) qwen-3-8-flash-next-xhigh | Qwen3.8-Flash-Next | 95.7% | With CIsystem:qwen3-8-flash-next:mathvision-with-ci | Public reference · not scored source-checked | Qwen3.8-Flash-Next current official launch page ↗Observed 2026-08-26 · checked 2026-08-29 |
|---|
| Qwen3.8-27B (xhigh default thinking configuration) as published in Qwen's Qwen3.8-Flash-Next comparison table qwen-3-8-27b-xhigh | Qwen3.8-27B | 94.6% | With CIsystem:qwen3-8-flash-next-comparison:cell:vision:mathvision-with-ci:1 | Relative comparison · not standard direct provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| Qwen3.8-Flash-Next (xhigh default thinking configuration) qwen-3-8-flash-next-xhigh | Qwen3.8-Flash-Next | 90.6% | Without CIsystem:qwen3-8-flash-next:mathvision-no-ci | Public reference · not scored source-checked | Qwen3.8-Flash-Next current official launch page ↗Observed 2026-08-26 · checked 2026-08-29 |
|---|
| Qwen3.7-Plus (provider-published configuration) as published in Qwen's Qwen3.8-Flash-Next comparison table qwen-3-7-plus-unspecified | Qwen3.7-Plus | 90.3% | Without CIsystem:qwen3-8-flash-next-comparison:cell:vision:mathvision-no-ci:2 | Relative comparison · not standard direct provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| Qwen3.8-27B (xhigh default thinking configuration) as published in Qwen's Qwen3.8-Flash-Next comparison table qwen-3-8-27b-xhigh | Qwen3.8-27B | 90% | Without CIsystem:qwen3-8-flash-next-comparison:cell:vision:mathvision-no-ci:1 | Relative comparison · not standard direct provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| Qwen3.7-Plus (provider-published configuration) as published in Qwen's Qwen3.8-Flash-Next comparison table qwen-3-7-plus-unspecified | Qwen3.7-Plus | 88.7% | With CIsystem:qwen3-8-flash-next-comparison:cell:vision:mathvision-with-ci:2 | Relative comparison · not standard direct provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| Claude Opus 4.6 (Max) as published in Qwen's Qwen3.8-Flash-Next comparison table claude-opus-4-6-max | Claude Opus 4.6 | 65.5% | Without CIsystem:qwen3-8-flash-next-comparison:cell:vision:mathvision-no-ci:3 | Relative comparison · not standard direct provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
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| Qwen3.8-27B (xhigh) qwen-3-8-27b-xhigh | Qwen3.8-27B | 94.6% | With CIQwen3.8-27B official VL table | Public reference · not scored provider-reported | Qwen3.8-27B official model card ↗Observed 2026-08-15 · checked 2026-08-15 |
|---|
| Qwen3.7-Plus as published by Qwen qwen-3-7-plus-unspecified | Qwen3.7-Plus | 90.3% | Without CIQwen3.8-27B official VL table | Relative comparison · not standard direct provider-reported | Qwen3.8-27B official model card ↗Observed 2026-08-15 · checked 2026-08-15 |
|---|
| Qwen3.8-27B (xhigh) qwen-3-8-27b-xhigh | Qwen3.8-27B | 90% | Without CIQwen3.8-27B official VL table | Public reference · not scored provider-reported | Qwen3.8-27B official model card ↗Observed 2026-08-15 · checked 2026-08-15 |
|---|
| Qwen3.6-27B as published by Qwen qwen3-6-27b-default | Qwen3.6 27B | 85.1% | Without CIQwen3.8-27B official VL table | Relative comparison · not standard direct provider-reported | Qwen3.8-27B official model card ↗Observed 2026-08-15 · checked 2026-08-15 |
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| Claude Opus 4.6 Max as published by Qwen claude-opus-4-6-max | Claude Opus 4.6 | 65.5% | Without CIQwen3.8-27B official VL table | Relative comparison · not standard direct provider-reported | Qwen3.8-27B official model card ↗Observed 2026-08-15 · checked 2026-08-15 |
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| Kimi K3 public default configuration (reasoning_effort=max; temperature=1.0) kimi-k3-max | Kimi K3 | 94.3% | MathVision without toolsMoonshot Kimi K3 model-card evaluation | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-29 |
|---|
| Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.7-Plus | 90.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5 397B A17B | 88.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.6 Plus | 88% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K2.6 | 87.4% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5-122B-A10B | 86.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5 27B | 86% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5-35B-A3B | 83.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.2 | 83% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemma 4 12B Unified | 79.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.5 | 74.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K3 | 94.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.7-Plus | 90.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5 397B A17B | 88.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.6 Plus | 88% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K2.6 | 87.4% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5-122B-A10B | 86.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5 27B | 86% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5-35B-A3B | 83.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.2 | 83% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemma 4 12B Unified | 79.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.5 | 74.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K3 | 94.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.7-Plus | 90.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5 397B A17B | 88.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.6 Plus | 88% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K2.6 | 87.4% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5-122B-A10B | 86.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5 27B | 86% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.5-35B-A3B | 83.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.2 | 83% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemma 4 12B Unified | 79.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.5 | 74.3% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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