# Hallucination Detection on SC-ChatGPT (AUCPR)

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

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

Data updated: 2026-04-08T06:36:52.806Z

Evaluation of model performance on detecting hallucinations using the SC-ChatGPT dataset, specifically measured by Area Under the Precision-Recall Curve (AUCPR).

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 | AUCPR |
| 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

- [AUCPR](<https://www.sota2.com/research/sota/hallucination-detection-on-sc-chatgpt-aucpr.md?metric=AUCPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUCPR | Result date | Report paper |
| --- | --- | --- | --- |
| SELFCHECKGPT | 94.1 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 92.5 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 92 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 91.7 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 91.5 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 91.4 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 90.8 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 90.6 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 90.1 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SELFCHECKGPT | 90.1 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 90 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 89.6 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 89.1 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 88.6 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 88.4 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 87.8 | Not recorded | 68fa7a4a1e209131cea823a4 |
| DIRECT | 86.3 | Not recorded | 68fa7a4a1e209131cea823a4 |
| SC | 85.9 | Not recorded | 68fa7a4a1e209131cea823a4 |

### SELFCHECKGPT

AUCPR: 94.1. Result ID: 69d5f6e047f34ce924bdf801.

[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

AUCPR: 92.5. Result ID: 69d5f6e047f34ce924bdf807.

[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

AUCPR: 92. Result ID: 69d5f6e047f34ce924bdf800.

[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

AUCPR: 91.7. Result ID: 69d5f6e047f34ce924bdf806.

[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

AUCPR: 91.5. Result ID: 69d5f6e047f34ce924bdf7ff.

[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.

### SC

AUCPR: 91.4. Result ID: 69d5f6e047f34ce924bdf803.

[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

AUCPR: 90.8. Result ID: 69d5f6e047f34ce924bdf80b.

[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

AUCPR: 90.6. Result ID: 69d5f6e047f34ce924bdf80d.

[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

AUCPR: 90.1. Result ID: 69d5f6e047f34ce924bdf809.

[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

AUCPR: 90.1. Result ID: 69d5f6e047f34ce924bdf80c.

[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

AUCPR: 90. Result ID: 69d5f6e047f34ce924bdf7fe.

[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

AUCPR: 89.6. Result ID: 69d5f6e047f34ce924bdf80a.

[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

AUCPR: 89.1. Result ID: 69d5f6e047f34ce924bdf802.

[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

AUCPR: 88.6. Result ID: 69d5f6e047f34ce924bdf808.

[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

AUCPR: 88.4. Result ID: 69d5f6e047f34ce924bdf80f.

[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

AUCPR: 87.8. Result ID: 69d5f6e047f34ce924bdf805.

[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

AUCPR: 86.3. Result ID: 69d5f6e047f34ce924bdf804.

[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

AUCPR: 85.9. Result ID: 69d5f6e047f34ce924bdf80e.

[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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