# Process Verification on ProcessBench Without Standard Answers Source: [Process Verification on ProcessBench Without Standard Answers]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:11.586Z Evaluation of model performance on the ProcessBench variant lacking standard answers, focusing on process verification using precise, approximate, and rough accuracy/F1 metrics. 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 | Process Verification | | Dataset (including any stated split) | ProcessBench Without Standard Answers | | Metric | Precise Accuracy | | 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 - [Precise Accuracy](): Higher is better; unit: PERCENT. - [Absolute Accuracy](): Higher is better; unit: PERCENT. - [Precise F1 Score](): Higher is better; unit: PERCENT. - [Absolute F1 Score](): Higher is better; unit: PERCENT. - [Approximate Accuracy](): Higher is better; unit: PERCENT. - [Approximate F1 Score](): Higher is better; unit: PERCENT. - [Rough Accuracy](): Higher is better; unit: PERCENT. - [Rough F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precise Accuracy | Result date | Report paper | | --- | --- | --- | --- | | OPV-32B | 71.9 | Not recorded | 693ba1796cfd488761a55186 | | OPV-Stage2 | 64.4 | Not recorded | 693ba1796cfd488761a55186 | | R1-Distill-Qwen-32B | 61.7 | Not recorded | 693ba1796cfd488761a55186 | | Qwen3-32B | 61.2 | Not recorded | 693ba1796cfd488761a55186 | | Qwen3-Max-Preview | 61 | Not recorded | 693ba1796cfd488761a55186 | | OPV-Stage1 | 60.9 | Not recorded | 693ba1796cfd488761a55186 | | DeepSeek-V3-0324 | 60.8 | Not recorded | 693ba1796cfd488761a55186 | | QwQ-32B | 58.2 | Not recorded | 693ba1796cfd488761a55186 | | gpt-oss-120b (high) | 57.9 | Not recorded | 693ba1796cfd488761a55186 | | DeepSeek-R1-0528 | 56.9 | Not recorded | 693ba1796cfd488761a55186 | | Qwen2.5-Math-PRM-72B | 55.1 | Not recorded | 693ba1796cfd488761a55186 | | gpt-oss-120b (high) | 0.847 | Not recorded | 693ba1796cfd488761a55186 | | Qwen3-Max-Preview | 0.844 | Not recorded | 693ba1796cfd488761a55186 | | DeepSeek-R1-0528 | 0.832 | Not recorded | 693ba1796cfd488761a55186 | | OPV-32B | 0.809 | Not recorded | 693ba1796cfd488761a55186 | | Qwen2.5-Math-PRM-72B | 0.767 | Not recorded | 693ba1796cfd488761a55186 | | R1-Distill-Qwen-32B | 0.758 | Not recorded | 693ba1796cfd488761a55186 | | DeepSeek-V3-0324 | 0.721 | Not recorded | 693ba1796cfd488761a55186 | ### OPV-32B Precise Accuracy: 71.9. Result ID: 6996c36f5698665ec40ec530. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### OPV-Stage2 Precise Accuracy: 64.4. Result ID: 6996c36f5698665ec40ec52f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### R1-Distill-Qwen-32B Precise Accuracy: 61.7. Result ID: 6996c36f5698665ec40ec52d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### Qwen3-32B Precise Accuracy: 61.2. Result ID: 6996c36f5698665ec40ec526. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### Qwen3-Max-Preview Precise Accuracy: 61. Result ID: 6996c36f5698665ec40ec52a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### OPV-Stage1 Precise Accuracy: 60.9. Result ID: 6996c36f5698665ec40ec52e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### DeepSeek-V3-0324 Precise Accuracy: 60.8. Result ID: 6996c36f5698665ec40ec528. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### QwQ-32B Precise Accuracy: 58.2. Result ID: 6996c36f5698665ec40ec527. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### gpt-oss-120b (high) Precise Accuracy: 57.9. Result ID: 6996c36f5698665ec40ec52b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### DeepSeek-R1-0528 Precise Accuracy: 56.9. Result ID: 6996c36f5698665ec40ec529. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### Qwen2.5-Math-PRM-72B Precise Accuracy: 55.1. Result ID: 6996c36f5698665ec40ec52c. [Reporting paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### gpt-oss-120b (high) Precise Accuracy: 0.847. Result ID: 6996c36f5698665ec40ec517. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### Qwen3-Max-Preview Precise Accuracy: 0.844. Result ID: 6996c36f5698665ec40ec514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### DeepSeek-R1-0528 Precise Accuracy: 0.832. Result ID: 6996c36f5698665ec40ec516. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### OPV-32B Precise Accuracy: 0.809. Result ID: 6996c36f5698665ec40ec51a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### Qwen2.5-Math-PRM-72B Precise Accuracy: 0.767. Result ID: 6996c36f5698665ec40ec518. [Reporting paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### R1-Distill-Qwen-32B Precise Accuracy: 0.758. Result ID: 6996c36f5698665ec40ec519. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. ### DeepSeek-V3-0324 Precise Accuracy: 0.721. Result ID: 6996c36f5698665ec40ec515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Voting":"maj@8"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.