# Mathematical Reasoning on Math500 (Pass@1, TPS, Latency) Source: [Mathematical Reasoning on Math500 (Pass@1, TPS, Latency)]() Collection index: [llms.txt]() Data updated: 2026-03-19T09:09:37.044Z Evaluation of model performance and inference efficiency on the Math500 dataset for Mathematical Reasoning, specifically reporting Pass@1 accuracy, Tokens Per Second (TPS), and average Latency. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Mathematical Reasoning | | Dataset (including any stated split) | Math-500 | | Metric | Pass@1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Pass@1 Acc](): Higher is better; unit: PERCENT. - [TPS](): Higher is better; unit: SCALAR. - [Latency](): Lower is better; unit: TIME. ## Recorded results | Method | Pass@1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Target Model | 93.5 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | Target Model | 92.8 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SemanticSpec | 92.17 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SemanticSpec | 91 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | PreSafe | 90.7 | Not recorded | 69bb831d0636e5bf4afc1aed | | SafePath | 90.4 | Not recorded | 69bb831d0636e5bf4afc1aed | | SafeChain | 90.2 | Not recorded | 69bb831d0636e5bf4afc1aed | | DS-7B | 89.8 | Not recorded | 69bb831d0636e5bf4afc1aed | | SpecSampling | 89.5 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | UnSafeChain | 89.1 | Not recorded | 69bb831d0636e5bf4afc1aed | | SpecSampling | 88 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | R2D | 84.4 | Not recorded | 69bb831d0636e5bf4afc1aed | | SpecReason | 84 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecThinking | 82.3 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | Draft Model | 81.42 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | Draft Model | 81.42 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecReason | 77 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecThinking | 71 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | ### Target Model Pass@1 Acc: 93.5. Result ID: 69964ebb5698665ec4935f32. [Reporting paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### Target Model Pass@1 Acc: 92.8. Result ID: 69964ebb5698665ec4935f2c. [Reporting paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### SemanticSpec Pass@1 Acc: 92.17. Result ID: 69964ebb5698665ec4935f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### SemanticSpec Pass@1 Acc: 91. Result ID: 69964ebb5698665ec4935f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### PreSafe Pass@1 Acc: 90.7. Result ID: 69bbbd4c47f34ce924a5cf48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### SafePath Pass@1 Acc: 90.4. Result ID: 69bbbd4c47f34ce924a5cf46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### SafeChain Pass@1 Acc: 90.2. Result ID: 69bbbd4c47f34ce924a5cf44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### DS-7B Pass@1 Acc: 89.8. Result ID: 69bbbd4c47f34ce924a5cf43. [Reporting paper]() Recorded evaluation configuration: {"base\_model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### SpecSampling Pass@1 Acc: 89.5. Result ID: 69964ebb5698665ec4935f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### UnSafeChain Pass@1 Acc: 89.1. Result ID: 69bbbd4c47f34ce924a5cf45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### SpecSampling Pass@1 Acc: 88. Result ID: 69964ebb5698665ec4935f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### R2D Pass@1 Acc: 84.4. Result ID: 69bbbd4c47f34ce924a5cf47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### SpecReason Pass@1 Acc: 84. Result ID: 69964ebb5698665ec4935f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### SpecThinking Pass@1 Acc: 82.3. Result ID: 69964ebb5698665ec4935f2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### Draft Model Pass@1 Acc: 81.42. Result ID: 69964ebb5698665ec4935f2b. [Reporting paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### Draft Model Pass@1 Acc: 81.42. Result ID: 69964ebb5698665ec4935f31. [Reporting paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### SpecReason Pass@1 Acc: 77. Result ID: 69964ebb5698665ec4935f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### SpecThinking Pass@1 Acc: 71. Result ID: 69964ebb5698665ec4935f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.