# Mathematical Reasoning on FOLIO to GSM8K Source: [Mathematical Reasoning on FOLIO to GSM8K]() Collection index: [llms.txt]() Data updated: 2026-04-08T08:17:17.794Z Evaluation of model performance on mathematical reasoning problems using the dataset variant explicitly named 'FOLIO to GSM8K'. 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) | FOLIO to GSM8K | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DIN-ICL | 95.1 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 95 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 94.6 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 94.6 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 93.7 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 93.4 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 93.1 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 93.1 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 92.9 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 92.6 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 92.1 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 91.6 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 91 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 89.9 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 89.7 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 89.6 | Not recorded | 69d5e0ec7d0172140ec75902 | | DIN-ICL | 81.5 | Not recorded | 69d5e0ec7d0172140ec75902 | | SET-BSR | 81.4 | Not recorded | 69d5e0ec7d0172140ec75902 | ### DIN-ICL Accuracy: 95.1. Result ID: 69d60e0547f34ce924be7dc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Gemma-3","Parameters":"27B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 95. Result ID: 69d60e0547f34ce924be7dbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-3","Parameters":"32B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 94.6. Result ID: 69d60e0547f34ce924be7db5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-3","Parameters":"32B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 94.6. Result ID: 69d60e0547f34ce924be7dbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-3","Parameters":"8B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 93.7. Result ID: 69d60e0547f34ce924be7dbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Gemma-3","Parameters":"12B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 93.4. Result ID: 69d60e0547f34ce924be7dba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-2.5","Parameters":"14B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 93.1. Result ID: 69d60e0547f34ce924be7db3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-3","Parameters":"8B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 93.1. Result ID: 69d60e0547f34ce924be7db7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Gemma-3","Parameters":"27B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 92.9. Result ID: 69d60e0547f34ce924be7db1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-2.5","Parameters":"14B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 92.6. Result ID: 69d60e0547f34ce924be7db6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Gemma-3","Parameters":"12B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 92.1. Result ID: 69d60e0547f34ce924be7dbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-2.5","Parameters":"32B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 91.6. Result ID: 69d60e0547f34ce924be7db2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-2.5","Parameters":"32B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 91. Result ID: 69d60e0547f34ce924be7dbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-3","Parameters":"14B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 89.9. Result ID: 69d60e0547f34ce924be7db4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-3","Parameters":"14B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 89.7. Result ID: 69d60e0547f34ce924be7db9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-2.5","Parameters":"7B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 89.6. Result ID: 69d60e0547f34ce924be7db0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"Qwen-2.5","Parameters":"7B"}. This record does not assert independent reproduction. ### DIN-ICL Accuracy: 81.5. Result ID: 69d60e0547f34ce924be7dc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"LLaMA-3.1","Parameters":"8B"}. This record does not assert independent reproduction. ### SET-BSR Accuracy: 81.4. Result ID: 69d60e0547f34ce924be7db8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Series":"LLaMA-3.1","Parameters":"8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.