# Mathematical Reasoning on HMMT NOV. (Pass@128) Source: [Mathematical Reasoning on HMMT NOV. (Pass@128)]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:35:22.938Z Evaluation of model performance on the HMMT November competition dataset for mathematical reasoning, measured using Pass@128 and Avg@128. 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 NOV. | | Metric | Pass@128 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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@128](): Higher is better; unit: PERCENT. - [Avg@128](): Higher is better; unit: SCALAR. ## Recorded results | Method | Pass@128 | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-Math + SPS | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 40 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 36.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 33.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 33.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 33.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 33.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 33.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 30 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 30 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 30 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 30 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 30 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 26.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 26.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 26.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 23.33 | Not recorded | 69e704bf7d0172140ec7eebc | ### Qwen2.5-Math + SPS Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd63b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 40. Result ID: 69e743c847f34ce924cdd632. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 40. Result ID: 69e743c847f34ce924cdd63c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 40. Result ID: 69e743c847f34ce924cdd63e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 40. Result ID: 69e743c847f34ce924cdd640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 40. Result ID: 69e743c847f34ce924cdd642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 40. Result ID: 69e743c847f34ce924cdd646. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 40. Result ID: 69e743c847f34ce924cdd64c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd633. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd636. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd638. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd63a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd63d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd644. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 36.67. Result ID: 69e743c847f34ce924cdd64f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 33.33. Result ID: 69e743c847f34ce924cdd634. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 33.33. Result ID: 69e743c847f34ce924cdd645. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 33.33. Result ID: 69e743c847f34ce924cdd649. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 33.33. Result ID: 69e743c847f34ce924cdd64a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 33.33. Result ID: 69e743c847f34ce924cdd64e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 30. Result ID: 69e743c847f34ce924cdd637. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 30. Result ID: 69e743c847f34ce924cdd641. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 30. Result ID: 69e743c847f34ce924cdd647. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 30. Result ID: 69e743c847f34ce924cdd64b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 30. Result ID: 69e743c847f34ce924cdd64d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 26.67. Result ID: 69e743c847f34ce924cdd639. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 26.67. Result ID: 69e743c847f34ce924cdd63f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 26.67. Result ID: 69e743c847f34ce924cdd643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 23.33. Result ID: 69e743c847f34ce924cdd635. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.