# Mathematical Reasoning on AIME 24 (Pass@1, TPS, Latency) Source: [Mathematical Reasoning on AIME 24 (Pass@1, TPS, Latency)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:24.337Z Evaluation of model performance on the AIME 2024 dataset for mathematical reasoning, reporting accuracy via Pass@1, throughput (TPS), and inference 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) | AIME 24 | | Metric | Pass@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. - [TPS](): Higher is better; unit: SCALAR. - [Latency (ms)](): Lower is better; unit: TIME. ## Recorded results | Method | Pass@1 | Result date | Report paper | | --- | --- | --- | --- | | Target Model | 63 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | Target Model | 62.1 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecReason | 61 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SemanticSpec | 61 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SemanticSpec | 55.3 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecSampling | 54 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecReason | 47 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecSampling | 44.3 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecThinking | 24.1 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | Draft Model | 23.3 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | Draft Model | 23.3 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | | SpecThinking | 20.4 | Not recorded | 6982d2f5a8b01e76cc8e99a0 | ### Target Model Pass@1: 63. Result ID: 69964ebb5698665ec4935f26. [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: 62.1. Result ID: 69964ebb5698665ec4935f20. [Reporting paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### SpecReason Pass@1: 61. Result ID: 69964ebb5698665ec4935f27. [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: 61. Result ID: 69964ebb5698665ec4935f2a. [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: 55.3. Result ID: 69964ebb5698665ec4935f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### SpecSampling Pass@1: 54. Result ID: 69964ebb5698665ec4935f29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### SpecReason Pass@1: 47. Result ID: 69964ebb5698665ec4935f21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"DeepseekR1-32B"}. This record does not assert independent reproduction. ### SpecSampling Pass@1: 44.3. Result ID: 69964ebb5698665ec4935f23. [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: 24.1. Result ID: 69964ebb5698665ec4935f22. [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: 23.3. Result ID: 69964ebb5698665ec4935f1f. [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: 23.3. Result ID: 69964ebb5698665ec4935f25. [Reporting paper]() Recorded evaluation configuration: {"Draft Model":"DeepseekR1-1.5B","Target Model":"QwQ-32B"}. This record does not assert independent reproduction. ### SpecThinking Pass@1: 20.4. Result ID: 69964ebb5698665ec4935f28. [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.