# Mathematical Reasoning on HMMT 24 (Pass@1) Source: [Mathematical Reasoning on HMMT 24 (Pass@1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:24.611Z Evaluation of model performance on the HMMT 24 dataset for Mathematical Reasoning, measured using the Pass@1 metric. 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) | HMMT 24 | | Metric | Pass@1 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@1 | Result date | Report paper | | --- | --- | --- | --- | | RSE | 74.4 | Not recorded | 697c3b5ba8b01e76cc8da658 | | RSE | 73.7 | Not recorded | 697c3b5ba8b01e76cc8da658 | | PaCoRe | 73.1 | Not recorded | 697c3b5ba8b01e76cc8da658 | | PaCoRe | 72.2 | Not recorded | 697c3b5ba8b01e76cc8da658 | | RSE | 71.9 | Not recorded | 697c3b5ba8b01e76cc8da658 | | PaCoRe | 70.6 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Self-Ref | 65.6 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Self-Ref | 64.5 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Self-Ref | 62.7 | Not recorded | 697c3b5ba8b01e76cc8da658 | | MV@128 | 60.9 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Base | 57.4 | Not recorded | 697c3b5ba8b01e76cc8da658 | | PaCoRe | 56.7 | Not recorded | 697c3b5ba8b01e76cc8da658 | | RSE | 56.5 | Not recorded | 697c3b5ba8b01e76cc8da658 | | RSE | 56 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Self-Ref | 49.7 | Not recorded | 697c3b5ba8b01e76cc8da658 | | MV@128 | 43.3 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Base | 42.6 | Not recorded | 697c3b5ba8b01e76cc8da658 | | Base | 40.3 | Not recorded | 697c3b5ba8b01e76cc8da658 | ### RSE Pass@1: 74.4. Result ID: 699662d85698665ec4a8f2cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Recycling Search Experience","Iteration":"It3"}. This record does not assert independent reproduction. ### RSE Pass@1: 73.7. Result ID: 699662d85698665ec4a8f2ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Recycling Search Experience","Iteration":"It2"}. This record does not assert independent reproduction. ### PaCoRe Pass@1: 73.1. Result ID: 699662d85698665ec4a8f2cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"PaCoRe","Iteration":"It3"}. This record does not assert independent reproduction. ### PaCoRe Pass@1: 72.2. Result ID: 699662d85698665ec4a8f2cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"PaCoRe","Iteration":"It2"}. This record does not assert independent reproduction. ### RSE Pass@1: 71.9. Result ID: 699662d85698665ec4a8f2cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Recycling Search Experience","Iteration":"It1"}. This record does not assert independent reproduction. ### PaCoRe Pass@1: 70.6. Result ID: 699662d85698665ec4a8f2ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"PaCoRe","Iteration":"It1"}. This record does not assert independent reproduction. ### Self-Ref Pass@1: 65.6. Result ID: 699662d85698665ec4a8f2c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Self-Refine","Iteration":"It3"}. This record does not assert independent reproduction. ### Self-Ref Pass@1: 64.5. Result ID: 699662d85698665ec4a8f2c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Self-Refine","Iteration":"It2"}. This record does not assert independent reproduction. ### Self-Ref Pass@1: 62.7. Result ID: 699662d85698665ec4a8f2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Self-Refine","Iteration":"It1"}. This record does not assert independent reproduction. ### MV@128 Pass@1: 60.9. Result ID: 699662d85698665ec4a8f2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Majority Voting","Iteration":"It0"}. This record does not assert independent reproduction. ### Base Pass@1: 57.4. Result ID: 699662d85698665ec4a8f2c5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Thinking-2507","Inference Strategy":"Standard Sampling","Iteration":"It0"}. This record does not assert independent reproduction. ### PaCoRe Pass@1: 56.7. Result ID: 699662d85698665ec4a8f2d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Thinking-2507","Inference Strategy":"PaCoRe","Iteration":"It1"}. This record does not assert independent reproduction. ### RSE Pass@1: 56.5. Result ID: 699662d85698665ec4a8f2d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Phi-4-Reasoning","Inference Strategy":"Recycling Search Experience","Iteration":"It3"}. This record does not assert independent reproduction. ### RSE Pass@1: 56. Result ID: 699662d85698665ec4a8f2d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Thinking-2507","Inference Strategy":"Recycling Search Experience","Iteration":"It3"}. This record does not assert independent reproduction. ### Self-Ref Pass@1: 49.7. Result ID: 699662d85698665ec4a8f2d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Thinking-2507","Inference Strategy":"Self-Refine","Iteration":"It3"}. This record does not assert independent reproduction. ### MV@128 Pass@1: 43.3. Result ID: 699662d85698665ec4a8f2d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Thinking-2507","Inference Strategy":"Majority Voting","Iteration":"It0"}. This record does not assert independent reproduction. ### Base Pass@1: 42.6. Result ID: 699662d85698665ec4a8f2d0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Thinking-2507","Inference Strategy":"Standard Sampling","Iteration":"It0"}. This record does not assert independent reproduction. ### Base Pass@1: 40.3. Result ID: 699662d85698665ec4a8f2d5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Phi-4-Reasoning","Inference Strategy":"Standard Sampling","Iteration":"It0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.