# Correctness Prediction on ASDiv Source: [Correctness Prediction on ASDiv]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:12.451Z Evaluation of model performance on the ASDiv dataset for the task of Correctness Prediction, typically 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 | Correctness Prediction | | Dataset (including any stated split) | ASDiv | | 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 | | --- | --- | --- | --- | | KMEANS | 96.74 | Not recorded | 697c3ae2a8b01e76cc8da325 | | KMEANS | 96.69 | Not recorded | 697c3ae2a8b01e76cc8da325 | | LOCUS | 96.5 | Not recorded | 697c3ae2a8b01e76cc8da325 | | LOCUS | 96.46 | Not recorded | 697c3ae2a8b01e76cc8da325 | | IRT-NET | 96.22 | Not recorded | 697c3ae2a8b01e76cc8da325 | | EMBEDLLM | 96.14 | Not recorded | 697c3ae2a8b01e76cc8da325 | | LOCUS | 96.05 | Not recorded | 697c3ae2a8b01e76cc8da325 | | EMBEDLLM+ | 95.72 | Not recorded | 697c3ae2a8b01e76cc8da325 | | EMBEDLLM | 95.68 | Not recorded | 697c3ae2a8b01e76cc8da325 | | KMEANS | 95.57 | Not recorded | 697c3ae2a8b01e76cc8da325 | | IRT-NET | 95.32 | Not recorded | 697c3ae2a8b01e76cc8da325 | | EMBEDLLM+ | 95.28 | Not recorded | 697c3ae2a8b01e76cc8da325 | | IRT-NET | 95.18 | Not recorded | 697c3ae2a8b01e76cc8da325 | | EMBEDLLM | 94.95 | Not recorded | 697c3ae2a8b01e76cc8da325 | | EMBEDLLM+ | 94.56 | Not recorded | 697c3ae2a8b01e76cc8da325 | | kNN | 94.19 | Not recorded | 697c3ae2a8b01e76cc8da325 | | kNN | 89.84 | Not recorded | 697c3ae2a8b01e76cc8da325 | | kNN | 88.25 | Not recorded | 697c3ae2a8b01e76cc8da325 | ### KMEANS Accuracy: 96.74. Result ID: 699902075698665ec4674e27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"1024"}. This record does not assert independent reproduction. ### KMEANS Accuracy: 96.69. Result ID: 699902075698665ec4674e26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"512"}. This record does not assert independent reproduction. ### LOCUS Accuracy: 96.5. Result ID: 699902075698665ec4674e18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"1024"}. This record does not assert independent reproduction. ### LOCUS Accuracy: 96.46. Result ID: 699902075698665ec4674e16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"256"}. This record does not assert independent reproduction. ### IRT-NET Accuracy: 96.22. Result ID: 699902075698665ec4674e21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"1024"}. This record does not assert independent reproduction. ### EMBEDLLM Accuracy: 96.14. Result ID: 699902075698665ec4674e19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"256"}. This record does not assert independent reproduction. ### LOCUS Accuracy: 96.05. Result ID: 699902075698665ec4674e17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"512"}. This record does not assert independent reproduction. ### EMBEDLLM+ Accuracy: 95.72. Result ID: 699902075698665ec4674e1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"1024"}. This record does not assert independent reproduction. ### EMBEDLLM Accuracy: 95.68. Result ID: 699902075698665ec4674e1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"512"}. This record does not assert independent reproduction. ### KMEANS Accuracy: 95.57. Result ID: 699902075698665ec4674e25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"256"}. This record does not assert independent reproduction. ### IRT-NET Accuracy: 95.32. Result ID: 699902075698665ec4674e20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"512"}. This record does not assert independent reproduction. ### EMBEDLLM+ Accuracy: 95.28. Result ID: 699902075698665ec4674e1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"256"}. This record does not assert independent reproduction. ### IRT-NET Accuracy: 95.18. Result ID: 699902075698665ec4674e1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"256"}. This record does not assert independent reproduction. ### EMBEDLLM Accuracy: 94.95. Result ID: 699902075698665ec4674e1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"1024"}. This record does not assert independent reproduction. ### EMBEDLLM+ Accuracy: 94.56. Result ID: 699902075698665ec4674e1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"512"}. This record does not assert independent reproduction. ### kNN Accuracy: 94.19. Result ID: 699902075698665ec4674e24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"1024"}. This record does not assert independent reproduction. ### kNN Accuracy: 89.84. Result ID: 699902075698665ec4674e23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"512"}. This record does not assert independent reproduction. ### kNN Accuracy: 88.25. Result ID: 699902075698665ec4674e22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train samples":"256"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.