# Story Evaluation on HANNA (test)

Source: [Story Evaluation on HANNA (test)](<https://www.sota2.com/research/sota/story-evaluation-on-hanna-test>)

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

Data updated: 2026-04-23T08:21:09.780Z

Statistical evaluation of story generation models on the test split of the HANNA dataset, using correlation coefficients (Pearson, Spearman, Kendall) and error metrics (MSE, F1-Score).

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 | Story Evaluation |
| Dataset (including any stated split) | HANNA (test) |
| Metric | Kendall Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| 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

- [Kendall Correlation](<https://www.sota2.com/research/sota/story-evaluation-on-hanna-test.md?metric=Kendall%20Correlation>): Higher is better; unit: SCALAR.

- [Pearson Correlation](<https://www.sota2.com/research/sota/story-evaluation-on-hanna-test.md?metric=Pearson%20Correlation>): Higher is better; unit: SCALAR.

- [Spearman Correlation](<https://www.sota2.com/research/sota/story-evaluation-on-hanna-test.md?metric=Spearman%20Correlation>): Higher is better; unit: SCALAR.

- [Mean Squared Error](<https://www.sota2.com/research/sota/story-evaluation-on-hanna-test.md?metric=Mean%20Squared%20Error>): Lower is better; unit: SCALAR.

- [F1 Score](<https://www.sota2.com/research/sota/story-evaluation-on-hanna-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Kendall Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| EvolvR | 0.5429 | Not recorded | 68fa7a871e209131cea83b76 |
| Qwen2.5-7B-Instruct + Point CoT + GRPO | 0.4606 | Not recorded | 68fa7a871e209131cea83b76 |
| Qwen2.5-7B-Instruct + Point CoT | 0.438 | Not recorded | 68fa7a871e209131cea83b76 |
| Gemini-2.5-Pro-06-17 | 0.4041 | Not recorded | 68fa7a871e209131cea83b76 |
| Claude-4-opus4 | 0.3702 | Not recorded | 68fa7a871e209131cea83b76 |
| GPT-o3-0416-global | 0.3543 | Not recorded | 68fa7a871e209131cea83b76 |
| Differential Polarity Index | 0.345 | Not recorded | 69e85baf7d0172140ec81006 |
| Themis-8B | 0.3295 | Not recorded | 68fa7a871e209131cea83b76 |
| Claude-4-Sonnet | 0.3273 | Not recorded | 68fa7a871e209131cea83b76 |
| AutoJ-13B | 0.3223 | Not recorded | 68fa7a871e209131cea83b76 |
| Gemini-2.5-flash-06-17 | 0.3111 | Not recorded | 68fa7a871e209131cea83b76 |
| GPT-4o | 0.2867 | Not recorded | 68fa7a871e209131cea83b76 |
| GPT-4.1 | 0.2612 | Not recorded | 68fa7a871e209131cea83b76 |
| Beluga-13B | 0.25 | Not recorded | 69e85baf7d0172140ec81006 |
| Mistral-7B | 0.2 | Not recorded | 69e85baf7d0172140ec81006 |
| TIGERScore-13B | 0.1879 | Not recorded | 68fa7a871e209131cea83b76 |
| ChatGPT | 0.18 | Not recorded | 69e85baf7d0172140ec81006 |
| ROUGE-1 | 0.18 | Not recorded | 69e85baf7d0172140ec81006 |
| ChrF | 0.18 | Not recorded | 69e85baf7d0172140ec81006 |
| Llama-13B | 0.16 | Not recorded | 69e85baf7d0172140ec81006 |
| BERTScore | 0.16 | Not recorded | 69e85baf7d0172140ec81006 |
| Qwen2.5-7B-Instruct + GRPO | 0.1518 | Not recorded | 68fa7a871e209131cea83b76 |
| Qwen2.5-7B-Instruct | 0.1339 | Not recorded | 68fa7a871e209131cea83b76 |
| BLEU | 0.12 | Not recorded | 69e85baf7d0172140ec81006 |
| InstructScore-7B | 0.0989 | Not recorded | 68fa7a871e209131cea83b76 |
| BARTScore | 0.06 | Not recorded | 69e85baf7d0172140ec81006 |

### EvolvR

Kendall Correlation: 0.5429. Result ID: 69b8fd2c47f34ce924a0f57f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

Recorded evaluation configuration: {"Model Category":"Story Evalution Finetune Open-source Models"}. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct + Point CoT + GRPO

Kendall Correlation: 0.4606. Result ID: 69b8fd2c47f34ce924a0f57e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

Recorded evaluation configuration: {"Model Category":"Story Evalution Finetune Open-source Models","Point CoT":"true","GRPO":"true"}. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct + Point CoT

Kendall Correlation: 0.438. Result ID: 69b8fd2c47f34ce924a0f57c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

Recorded evaluation configuration: {"Model Category":"Story Evalution Finetune Open-source Models","Point CoT":"true"}. This record does not assert independent reproduction.

### Gemini-2.5-Pro-06-17

Kendall Correlation: 0.4041. Result ID: 69b8fd2c47f34ce924a0f574.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### Claude-4-opus4

Kendall Correlation: 0.3702. Result ID: 69b8fd2c47f34ce924a0f576.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### GPT-o3-0416-global

Kendall Correlation: 0.3543. Result ID: 69b8fd2c47f34ce924a0f572.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### Differential Polarity Index

Kendall Correlation: 0.345. Result ID: 69e9d66e47f34ce924d0eb91.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

Recorded evaluation configuration: {"Abbreviation":"DPI"}. This record does not assert independent reproduction.

### Themis-8B

Kendall Correlation: 0.3295. Result ID: 69b8fd2c47f34ce924a0f578.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75201e209131cea65fb8.md>)

Recorded evaluation configuration: {"Model Category":"NLG Evalution Open-Source Models"}. This record does not assert independent reproduction.

### Claude-4-Sonnet

Kendall Correlation: 0.3273. Result ID: 69b8fd2c47f34ce924a0f575.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### AutoJ-13B

Kendall Correlation: 0.3223. Result ID: 69b8fd2c47f34ce924a0f57a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71641e209131cea511d1.md>)

Recorded evaluation configuration: {"Model Category":"NLG Evalution Open-Source Models"}. This record does not assert independent reproduction.

### Gemini-2.5-flash-06-17

Kendall Correlation: 0.3111. Result ID: 69b8fd2c47f34ce924a0f573.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### GPT-4o

Kendall Correlation: 0.2867. Result ID: 69b8fd2c47f34ce924a0f570.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### GPT-4.1

Kendall Correlation: 0.2612. Result ID: 69b8fd2c47f34ce924a0f571.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Category":"General Closed-source Models"}. This record does not assert independent reproduction.

### Beluga-13B

Kendall Correlation: 0.25. Result ID: 69e9d66e47f34ce924d0eb92.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: {"setting":"1"}. This record does not assert independent reproduction.

### Mistral-7B

Kendall Correlation: 0.2. Result ID: 69e9d66e47f34ce924d0eb94.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: {"setting":"1"}. This record does not assert independent reproduction.

### TIGERScore-13B

Kendall Correlation: 0.1879. Result ID: 69b8fd2c47f34ce924a0f579.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73241e209131cea5a9f8.md>)

Recorded evaluation configuration: {"Model Category":"NLG Evalution Open-Source Models"}. This record does not assert independent reproduction.

### ChatGPT

Kendall Correlation: 0.18. Result ID: 69e9d66e47f34ce924d0eb95.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: {"setting":"1"}. This record does not assert independent reproduction.

### ROUGE-1

Kendall Correlation: 0.18. Result ID: 69e9d66e47f34ce924d0eb99.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ChrF

Kendall Correlation: 0.18. Result ID: 69e9d66e47f34ce924d0eb9a.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Llama-13B

Kendall Correlation: 0.16. Result ID: 69e9d66e47f34ce924d0eb93.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: {"setting":"1"}. This record does not assert independent reproduction.

### BERTScore

Kendall Correlation: 0.16. Result ID: 69e9d66e47f34ce924d0eb97.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct + GRPO

Kendall Correlation: 0.1518. Result ID: 69b8fd2c47f34ce924a0f57d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

Recorded evaluation configuration: {"Model Category":"Story Evalution Finetune Open-source Models","GRPO":"true"}. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct

Kendall Correlation: 0.1339. Result ID: 69b8fd2c47f34ce924a0f57b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74bf1e209131cea6378d.md>)

[Implementation](<https://github.com/QwenLM/Qwen2>)

Recorded evaluation configuration: {"Model Category":"Story Evalution Finetune Open-source Models"}. This record does not assert independent reproduction.

### BLEU

Kendall Correlation: 0.12. Result ID: 69e9d66e47f34ce924d0eb98.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InstructScore-7B

Kendall Correlation: 0.0989. Result ID: 69b8fd2c47f34ce924a0f577.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a871e209131cea83b76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecca.md>)

Recorded evaluation configuration: {"Model Category":"NLG Evalution Open-Source Models"}. This record does not assert independent reproduction.

### BARTScore

Kendall Correlation: 0.06. Result ID: 69e9d66e47f34ce924d0eb96.

[Reporting paper](<https://www.sota2.com/research/paper/69e85baf7d0172140ec81006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b649.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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