# Mathematical Reasoning on AMC23 (Avg@16 and Pass@16) Source: [Mathematical Reasoning on AMC23 (Avg@16 and Pass@16)]() Collection index: [llms.txt]() Data updated: 2026-06-09T10:54:26.372Z Evaluation of model performance on the AMC23 dataset for Mathematical Reasoning, specifically reporting results using the Avg@16 and Pass@16 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 | Mathematical Reasoning | | Dataset (including any stated split) | AMC23 | | Metric | Average Score @16 | | 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 - [Average Score @16](): Higher is better; unit: PERCENT. - [Pass Rate @16](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Score @16 | Result date | Report paper | | --- | --- | --- | --- | | PriFT-mass | 53.75 | Not recorded | 6a279e5f90966ade919bfab6 | | PriFT-prob | 49.84 | Not recorded | 6a279e5f90966ade919bfab6 | | PriFT-mass | 47.03 | Not recorded | 6a279e5f90966ade919bfab6 | | IDFT | 45.31 | Not recorded | 6a279e5f90966ade919bfab6 | | PriFT-prob | 44.06 | Not recorded | 6a279e5f90966ade919bfab6 | | DFT | 43.59 | Not recorded | 6a279e5f90966ade919bfab6 | | IDFT | 43 | Not recorded | 6a279e5f90966ade919bfab6 | | ASFT | 42.5 | Not recorded | 6a279e5f90966ade919bfab6 | | TALR | 42.03 | Not recorded | 6a279e5f90966ade919bfab6 | | DFT | 40.94 | Not recorded | 6a279e5f90966ade919bfab6 | | TALR | 40.9 | Not recorded | 6a279e5f90966ade919bfab6 | | ASFT | 39.06 | Not recorded | 6a279e5f90966ade919bfab6 | | Original | 35.47 | Not recorded | 6a279e5f90966ade919bfab6 | | SFT | 25 | Not recorded | 6a279e5f90966ade919bfab6 | | Original | 24.84 | Not recorded | 6a279e5f90966ade919bfab6 | | EAFT | 24.2 | Not recorded | 6a279e5f90966ade919bfab6 | | SFT | 22.81 | Not recorded | 6a279e5f90966ade919bfab6 | | EAFT | 22.19 | Not recorded | 6a279e5f90966ade919bfab6 | ### PriFT-mass Average Score @16: 53.75. Result ID: 6a27f090fbc373592c258ef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### PriFT-prob Average Score @16: 49.84. Result ID: 6a27f090fbc373592c258ef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### PriFT-mass Average Score @16: 47.03. Result ID: 6a27f090fbc373592c258f01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### IDFT Average Score @16: 45.31. Result ID: 6a27f090fbc373592c258ef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### PriFT-prob Average Score @16: 44.06. Result ID: 6a27f090fbc373592c258f00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### DFT Average Score @16: 43.59. Result ID: 6a27f090fbc373592c258efb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### IDFT Average Score @16: 43. Result ID: 6a27f090fbc373592c258efd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### ASFT Average Score @16: 42.5. Result ID: 6a27f090fbc373592c258ef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### TALR Average Score @16: 42.03. Result ID: 6a27f090fbc373592c258ef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### DFT Average Score @16: 40.94. Result ID: 6a27f090fbc373592c258ef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### TALR Average Score @16: 40.9. Result ID: 6a27f090fbc373592c258efe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### ASFT Average Score @16: 39.06. Result ID: 6a27f090fbc373592c258eff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### Original Average Score @16: 35.47. Result ID: 6a27f090fbc373592c258ef9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### SFT Average Score @16: 25. Result ID: 6a27f090fbc373592c258ef1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### Original Average Score @16: 24.84. Result ID: 6a27f090fbc373592c258ef0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. ### EAFT Average Score @16: 24.2. Result ID: 6a27f090fbc373592c258efc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### SFT Average Score @16: 22.81. Result ID: 6a27f090fbc373592c258efa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction. ### EAFT Average Score @16: 22.19. Result ID: 6a27f090fbc373592c258ef3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.