# Format Check on ICLEval classification Source: [Format Check on ICLEval classification]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:01:22.373Z Evaluation of format checking 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 | Format Check | | Dataset (including any stated split) | ICLEval classification | | 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 | | --- | --- | --- | --- | | DEmO | 85 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 36 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 17 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 17 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 16 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 7 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 0.76 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 0.75 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DC-PMI | 0.73 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 0.7 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 0.68 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DC-PMI | 0.67 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | CC | 0.6 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | CC | 0.6 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DEmO | 0.56 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | Self-Improving In-Context Learning | 0.53 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | DC-PMI | 0.5 | Not recorded | 6a13d7916f71c5ae7dc9e93c | | CC | 0.48 | Not recorded | 6a13d7916f71c5ae7dc9e93c | ### DEmO Accuracy: 85. Result ID: 6a1401bcfbc373592c0afbf7. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 36. Result ID: 6a1401bcfbc373592c0afbf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 17. Result ID: 6a1401bcfbc373592c0afbf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 17. Result ID: 6a1401bcfbc373592c0afbf5. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 16. Result ID: 6a1401bcfbc373592c0afbf3. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 7. Result ID: 6a1401bcfbc373592c0afbf8. [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: 0.76. Result ID: 6a1401bcfbc373592c0afc08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 0.75. Result ID: 6a1401bcfbc373592c0afc0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DC-PMI Accuracy: 0.73. Result ID: 6a1401bcfbc373592c0afc0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 0.7. Result ID: 6a1401bcfbc373592c0afc07. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 0.68. Result ID: 6a1401bcfbc373592c0afc0b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DC-PMI Accuracy: 0.67. Result ID: 6a1401bcfbc373592c0afc06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### CC Accuracy: 0.6. Result ID: 6a1401bcfbc373592c0afc05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1-8B"}. This record does not assert independent reproduction. ### CC Accuracy: 0.6. Result ID: 6a1401bcfbc373592c0afc09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### DEmO Accuracy: 0.56. Result ID: 6a1401bcfbc373592c0afc0f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### Self-Improving In-Context Learning Accuracy: 0.53. Result ID: 6a1401bcfbc373592c0afc10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### DC-PMI Accuracy: 0.5. Result ID: 6a1401bcfbc373592c0afc0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma 2-2B"}. This record does not assert independent reproduction. ### CC Accuracy: 0.48. Result ID: 6a1401bcfbc373592c0afc0d. [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.