# Culture on Patchscopes few-shot 1.0 (test) Source: [Culture on Patchscopes few-shot 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:05.080Z Evaluation of Culture performance on the test split of the Patchscopes few-shot 1.0 dataset, reporting SR. 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 | Culture | | Dataset (including any stated split) | Patchscopes few-shot 1.0 (test) | | Metric | SR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [SR](): Higher is better; unit: PERCENT. ## Recorded results | Method | SR | Result date | Report paper | | --- | --- | --- | --- | | BALOR (S) | 62.07 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (D) | 59.64 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (D) | 57.76 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (S) | 55.26 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (S) | 40.65 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (D) | 40.21 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (S) | 37.09 | Not recorded | 698180eea8b01e76cc8e2126 | | BALOR (D) | 35.32 | Not recorded | 698180eea8b01e76cc8e2126 | | Fine-tuning | 27.59 | Not recorded | 698180eea8b01e76cc8e2126 | | DB | 14.91 | Not recorded | 698180eea8b01e76cc8e2126 | | Vanilla | 14.52 | Not recorded | 698180eea8b01e76cc8e2126 | | CB | 14.03 | Not recorded | 698180eea8b01e76cc8e2126 | | FairSteer | 13.04 | Not recorded | 698180eea8b01e76cc8e2126 | | FairSteer | 12.9 | Not recorded | 698180eea8b01e76cc8e2126 | | FairSteer | 12.07 | Not recorded | 698180eea8b01e76cc8e2126 | | DB | 10.87 | Not recorded | 698180eea8b01e76cc8e2126 | | Vanilla | 10.53 | Not recorded | 698180eea8b01e76cc8e2126 | | IE | 9.78 | Not recorded | 698180eea8b01e76cc8e2126 | | IE | 9.65 | Not recorded | 698180eea8b01e76cc8e2126 | | IE | 9.48 | Not recorded | 698180eea8b01e76cc8e2126 | | Fine-tuning | 8.77 | Not recorded | 698180eea8b01e76cc8e2126 | | FairSteer | 8.77 | Not recorded | 698180eea8b01e76cc8e2126 | | Fine-tuning | 8.7 | Not recorded | 698180eea8b01e76cc8e2126 | | Vanilla | 8.62 | Not recorded | 698180eea8b01e76cc8e2126 | | DB | 8.62 | Not recorded | 698180eea8b01e76cc8e2126 | | IE | 8.06 | Not recorded | 698180eea8b01e76cc8e2126 | | CB | 4.31 | Not recorded | 698180eea8b01e76cc8e2126 | | CB | 4.03 | Not recorded | 698180eea8b01e76cc8e2126 | | DB | 4.03 | Not recorded | 698180eea8b01e76cc8e2126 | | CB | 2.17 | Not recorded | 698180eea8b01e76cc8e2126 | | Fine-tuning | 1.61 | Not recorded | 698180eea8b01e76cc8e2126 | | Vanilla | 0 | Not recorded | 698180eea8b01e76cc8e2126 | ### BALOR (S) SR: 62.07. Result ID: 69965b855698665ec4a12323. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (D) SR: 59.64. Result ID: 69965b855698665ec4a1230c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (D) SR: 57.76. Result ID: 69965b855698665ec4a12324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (S) SR: 55.26. Result ID: 69965b855698665ec4a1230b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (S) SR: 40.65. Result ID: 69965b855698665ec4a12313. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (D) SR: 40.21. Result ID: 69965b855698665ec4a12314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (S) SR: 37.09. Result ID: 69965b855698665ec4a1231b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### BALOR (D) SR: 35.32. Result ID: 69965b855698665ec4a1231c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Fine-tuning SR: 27.59. Result ID: 69965b855698665ec4a12321. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### DB SR: 14.91. Result ID: 69965b855698665ec4a12308. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Vanilla SR: 14.52. Result ID: 69965b855698665ec4a12315. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### CB SR: 14.03. Result ID: 69965b855698665ec4a12306. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### FairSteer SR: 13.04. Result ID: 69965b855698665ec4a12312. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### FairSteer SR: 12.9. Result ID: 69965b855698665ec4a1231a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### FairSteer SR: 12.07. Result ID: 69965b855698665ec4a12322. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### DB SR: 10.87. Result ID: 69965b855698665ec4a12310. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Vanilla SR: 10.53. Result ID: 69965b855698665ec4a12305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### IE SR: 9.78. Result ID: 69965b855698665ec4a1230f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### IE SR: 9.65. Result ID: 69965b855698665ec4a12307. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### IE SR: 9.48. Result ID: 69965b855698665ec4a1231f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Fine-tuning SR: 8.77. Result ID: 69965b855698665ec4a12309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### FairSteer SR: 8.77. Result ID: 69965b855698665ec4a1230a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama2-7b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Fine-tuning SR: 8.7. Result ID: 69965b855698665ec4a12311. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Vanilla SR: 8.62. Result ID: 69965b855698665ec4a1231d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### DB SR: 8.62. Result ID: 69965b855698665ec4a12320. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### IE SR: 8.06. Result ID: 69965b855698665ec4a12317. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### CB SR: 4.31. Result ID: 69965b855698665ec4a1231e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### CB SR: 4.03. Result ID: 69965b855698665ec4a12316. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### DB SR: 4.03. Result ID: 69965b855698665ec4a12318. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### CB SR: 2.17. Result ID: 69965b855698665ec4a1230e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Fine-tuning SR: 1.61. Result ID: 69965b855698665ec4a12319. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. ### Vanilla SR: 0. Result ID: 69965b855698665ec4a1230d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-1b","Evaluation Protocol":"few-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.