# Hallucination Detection on SC-GPT4 Source: [Hallucination Detection on SC-GPT4]() Collection index: [llms.txt]() Data updated: 2026-04-08T06:36:52.669Z Evaluation of model performance on hallucination detection using the SC-GPT4 dataset, typically measured using AUROC. 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 | Hallucination Detection | | Dataset (including any stated split) | SC-GPT4 | | Metric | AUROC | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | SELFCHECKGPT+f | 76.4 | Not recorded | 68fa7a4a1e209131cea823a4 | | SELFCHECKGPT | 76 | Not recorded | 68fa7a4a1e209131cea823a4 | | SC+f | 73.3 | Not recorded | 68fa7a4a1e209131cea823a4 | | SELFCHECKGPT+f | 72.5 | Not recorded | 68fa7a4a1e209131cea823a4 | | SELFCHECKGPT | 71.9 | Not recorded | 68fa7a4a1e209131cea823a4 | | SELFCHECKGPT+f | 70.3 | Not recorded | 68fa7a4a1e209131cea823a4 | | DIRECT+f | 69.1 | Not recorded | 68fa7a4a1e209131cea823a4 | | DIRECT+f | 68 | Not recorded | 68fa7a4a1e209131cea823a4 | | DIRECT | 67.9 | Not recorded | 68fa7a4a1e209131cea823a4 | | SELFCHECKGPT | 67.8 | Not recorded | 68fa7a4a1e209131cea823a4 | | SC | 65.8 | Not recorded | 68fa7a4a1e209131cea823a4 | | SC+f | 65.3 | Not recorded | 68fa7a4a1e209131cea823a4 | | DIRECT | 63.8 | Not recorded | 68fa7a4a1e209131cea823a4 | | SC | 62.3 | Not recorded | 68fa7a4a1e209131cea823a4 | | SC+f | 60.5 | Not recorded | 68fa7a4a1e209131cea823a4 | | DIRECT+f | 58 | Not recorded | 68fa7a4a1e209131cea823a4 | | DIRECT | 53.4 | Not recorded | 68fa7a4a1e209131cea823a4 | | SC | 50.6 | Not recorded | 68fa7a4a1e209131cea823a4 | ### SELFCHECKGPT+f AUROC: 76.4. Result ID: 69d5f6e047f34ce924bdf7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"true"}. This record does not assert independent reproduction. ### SELFCHECKGPT AUROC: 76. Result ID: 69d5f6e047f34ce924bdf7b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"false"}. This record does not assert independent reproduction. ### SC+f AUROC: 73.3. Result ID: 69d5f6e047f34ce924bdf7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"true"}. This record does not assert independent reproduction. ### SELFCHECKGPT+f AUROC: 72.5. Result ID: 69d5f6e047f34ce924bdf7bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"true"}. This record does not assert independent reproduction. ### SELFCHECKGPT AUROC: 71.9. Result ID: 69d5f6e047f34ce924bdf7be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"false"}. This record does not assert independent reproduction. ### SELFCHECKGPT+f AUROC: 70.3. Result ID: 69d5f6e047f34ce924bdf7c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"true"}. This record does not assert independent reproduction. ### DIRECT+f AUROC: 69.1. Result ID: 69d5f6e047f34ce924bdf7c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"true"}. This record does not assert independent reproduction. ### DIRECT+f AUROC: 68. Result ID: 69d5f6e047f34ce924bdf7b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"true"}. This record does not assert independent reproduction. ### DIRECT AUROC: 67.9. Result ID: 69d5f6e047f34ce924bdf7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"false"}. This record does not assert independent reproduction. ### SELFCHECKGPT AUROC: 67.8. Result ID: 69d5f6e047f34ce924bdf7c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"false"}. This record does not assert independent reproduction. ### SC AUROC: 65.8. Result ID: 69d5f6e047f34ce924bdf7ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"false"}. This record does not assert independent reproduction. ### SC+f AUROC: 65.3. Result ID: 69d5f6e047f34ce924bdf7c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"true"}. This record does not assert independent reproduction. ### DIRECT AUROC: 63.8. Result ID: 69d5f6e047f34ce924bdf7b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"false"}. This record does not assert independent reproduction. ### SC AUROC: 62.3. Result ID: 69d5f6e047f34ce924bdf7c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"false"}. This record does not assert independent reproduction. ### SC+f AUROC: 60.5. Result ID: 69d5f6e047f34ce924bdf7c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"true"}. This record does not assert independent reproduction. ### DIRECT+f AUROC: 58. Result ID: 69d5f6e047f34ce924bdf7bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"true"}. This record does not assert independent reproduction. ### DIRECT AUROC: 53.4. Result ID: 69d5f6e047f34ce924bdf7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"false"}. This record does not assert independent reproduction. ### SC AUROC: 50.6. Result ID: 69d5f6e047f34ce924bdf7c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.