# Order Check on ICLEval classification Source: [Order Check on ICLEval classification]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:01:22.398Z Evaluation of the Order Check task performance on the ICLEval classification dataset, measured using accuracy. 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 | Order Check | | Dataset (including any stated split) | ICLEval classification | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | CC | 100 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DC-PMI | 100 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 100 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 100 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | CC | 98 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DC-PMI | 98 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 98 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 98 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 87 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | CC | 79 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 79 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DC-PMI | 70 | Not recorded | 6a13d7916f71c5ae7dc9e93c | ### CC Accuracy: 100. Result ID: 6a1401bcfbc373592c0afbfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DC-PMI Accuracy: 100. Result ID: 6a1401bcfbc373592c0afbfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 100. Result ID: 6a1401bcfbc373592c0afbff. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 100. Result ID: 6a1401bcfbc373592c0afc00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### CC Accuracy: 98. Result ID: 6a1401bcfbc373592c0afbf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### DC-PMI Accuracy: 98. Result ID: 6a1401bcfbc373592c0afbfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 98. Result ID: 6a1401bcfbc373592c0afbfb. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 98. Result ID: 6a1401bcfbc373592c0afbfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 87. Result ID: 6a1401bcfbc373592c0afc03. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### CC Accuracy: 79. Result ID: 6a1401bcfbc373592c0afc01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 79. Result ID: 6a1401bcfbc373592c0afc04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### DC-PMI Accuracy: 70. Result ID: 6a1401bcfbc373592c0afc02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.