# Code Hallucination Detection on DS-1000 Source: [Code Hallucination Detection on DS-1000]() Collection index: [llms.txt]() Data updated: 2026-04-10T08:00:08.767Z Evaluation of model performance on detecting code hallucinations using the DS-1000 dataset, measured by OP, OR, and IF R. 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 | Code Hallucination Detection | | Dataset (including any stated split) | DS-1000 | | Metric | OP | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [OP](): Higher is better; unit: SCALAR. - [OR](): Higher is better; unit: SCALAR. - [IF R](): Higher is better; unit: SCALAR. ## Recorded results | Method | OP | Result date | Report paper | | --- | --- | --- | --- | | Pyright | 0.95 | Not recorded | 69d883f27d0172140ec778fd | | o3-mini | 0.79 | Not recorded | 69d883f27d0172140ec778fd | | Mypy | 0.63 | Not recorded | 69d883f27d0172140ec778fd | | o3-mini | 0.63 | Not recorded | 69d883f27d0172140ec778fd | | Pyright | 0.61 | Not recorded | 69d883f27d0172140ec778fd | | o3-mini | 0.61 | Not recorded | 69d883f27d0172140ec778fd | | Pyright | 0.57 | Not recorded | 69d883f27d0172140ec778fd | | Grammar | 0.57 | Not recorded | 69d883f27d0172140ec778fd | | o3-mini | 0.55 | Not recorded | 69d883f27d0172140ec778fd | | Grammar | 0.53 | Not recorded | 69d883f27d0172140ec778fd | | Pyright | 0.5 | Not recorded | 69d883f27d0172140ec778fd | | Grammar | 0.45 | Not recorded | 69d883f27d0172140ec778fd | | Grammar | 0.36 | Not recorded | 69d883f27d0172140ec778fd | | Mypy | 0.26 | Not recorded | 69d883f27d0172140ec778fd | | Mypy | 0.22 | Not recorded | 69d883f27d0172140ec778fd | | Mypy | 0.16 | Not recorded | 69d883f27d0172140ec778fd | ### Pyright OP: 0.95. Result ID: 69d8aded47f34ce924c15121. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"Granite"}. This record does not assert independent reproduction. ### o3-mini OP: 0.79. Result ID: 69d8aded47f34ce924c15125. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"Granite"}. This record does not assert independent reproduction. ### Mypy OP: 0.63. Result ID: 69d8aded47f34ce924c1511d. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"Granite"}. This record does not assert independent reproduction. ### o3-mini OP: 0.63. Result ID: 69d8aded47f34ce924c15122. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"claude-3"}. This record does not assert independent reproduction. ### Pyright OP: 0.61. Result ID: 69d8aded47f34ce924c1511e. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"claude-3"}. This record does not assert independent reproduction. ### o3-mini OP: 0.61. Result ID: 69d8aded47f34ce924c15123. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"gpt-3.5"}. This record does not assert independent reproduction. ### Pyright OP: 0.57. Result ID: 69d8aded47f34ce924c1511f. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"gpt-3.5"}. This record does not assert independent reproduction. ### Grammar OP: 0.57. Result ID: 69d8aded47f34ce924c15129. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Model":"Granite"}. This record does not assert independent reproduction. ### o3-mini OP: 0.55. Result ID: 69d8aded47f34ce924c15124. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"gpt-4"}. This record does not assert independent reproduction. ### Grammar OP: 0.53. Result ID: 69d8aded47f34ce924c15128. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Model":"gpt-4"}. This record does not assert independent reproduction. ### Pyright OP: 0.5. Result ID: 69d8aded47f34ce924c15120. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"gpt-4"}. This record does not assert independent reproduction. ### Grammar OP: 0.45. Result ID: 69d8aded47f34ce924c15127. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Model":"gpt-3.5"}. This record does not assert independent reproduction. ### Grammar OP: 0.36. Result ID: 69d8aded47f34ce924c15126. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Model":"claude-3"}. This record does not assert independent reproduction. ### Mypy OP: 0.26. Result ID: 69d8aded47f34ce924c1511b. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"gpt-3.5"}. This record does not assert independent reproduction. ### Mypy OP: 0.22. Result ID: 69d8aded47f34ce924c1511a. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"claude-3"}. This record does not assert independent reproduction. ### Mypy OP: 0.16. Result ID: 69d8aded47f34ce924c1511c. [Reporting paper]() Recorded evaluation configuration: {"Query Model":"gpt-4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.