# Hallucination Detection on SC-ChatGPT

Source: [Hallucination Detection on SC-ChatGPT](<https://www.sota2.com/research/sota/hallucination-detection-on-sc-chatgpt>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-08T06:36:52.633Z

Evaluation of model performance on detecting hallucinations using the SC-ChatGPT dataset, typically measured by 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-ChatGPT |
| 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](<https://www.sota2.com/research/sota/hallucination-detection-on-sc-chatgpt.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| SELFCHECKGPT+f | 74.9 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 71.2 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT+f | 71 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC+f | 69.2 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT+f | 69 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 68.8 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 66.4 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT+f | 65.8 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC+f | 65.6 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT+f | 65.5 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 64.4 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 63 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 62.5 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 61.1 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC+f | 59.5 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT+f | 58 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 52.5 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 50.7 | Not recorded | 68fa7a4a1e209131cea823a4 |

### SELFCHECKGPT+f

AUROC: 74.9. Result ID: 69d5f6e047f34ce924bdf7a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"true"}. This record does not assert independent reproduction.

### SELFCHECKGPT

AUROC: 71.2. Result ID: 69d5f6e047f34ce924bdf7a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"false"}. This record does not assert independent reproduction.

### SELFCHECKGPT+f

AUROC: 71. Result ID: 69d5f6e047f34ce924bdf7ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"true"}. This record does not assert independent reproduction.

### SC+f

AUROC: 69.2. Result ID: 69d5f6e047f34ce924bdf7a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"true"}. This record does not assert independent reproduction.

### DIRECT+f

AUROC: 69. Result ID: 69d5f6e047f34ce924bdf7a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"true"}. This record does not assert independent reproduction.

### SELFCHECKGPT

AUROC: 68.8. Result ID: 69d5f6e047f34ce924bdf7ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"false"}. This record does not assert independent reproduction.

### DIRECT

AUROC: 66.4. Result ID: 69d5f6e047f34ce924bdf7a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"false"}. This record does not assert independent reproduction.

### DIRECT+f

AUROC: 65.8. Result ID: 69d5f6e047f34ce924bdf7b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"true"}. This record does not assert independent reproduction.

### SC+f

AUROC: 65.6. Result ID: 69d5f6e047f34ce924bdf7af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"true"}. This record does not assert independent reproduction.

### SELFCHECKGPT+f

AUROC: 65.5. Result ID: 69d5f6e047f34ce924bdf7b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"true"}. This record does not assert independent reproduction.

### SELFCHECKGPT

AUROC: 64.4. Result ID: 69d5f6e047f34ce924bdf7b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"false"}. This record does not assert independent reproduction.

### DIRECT

AUROC: 63. Result ID: 69d5f6e047f34ce924bdf7b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"false"}. This record does not assert independent reproduction.

### SC

AUROC: 62.5. Result ID: 69d5f6e047f34ce924bdf7a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"LLaMA 3.1","Future Context":"false"}. This record does not assert independent reproduction.

### SC

AUROC: 61.1. Result ID: 69d5f6e047f34ce924bdf7ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"false"}. This record does not assert independent reproduction.

### SC+f

AUROC: 59.5. Result ID: 69d5f6e047f34ce924bdf7b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"true"}. This record does not assert independent reproduction.

### DIRECT+f

AUROC: 58. Result ID: 69d5f6e047f34ce924bdf7ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"true"}. This record does not assert independent reproduction.

### DIRECT

AUROC: 52.5. Result ID: 69d5f6e047f34ce924bdf7aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Gemma 3","Future Context":"false"}. This record does not assert independent reproduction.

### SC

AUROC: 50.7. Result ID: 69d5f6e047f34ce924bdf7b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a4.md>)

Recorded evaluation configuration: {"Detector":"Qwen 2.5","Future Context":"false"}. This record does not assert independent reproduction.

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