# Judgment Prediction on AITA verdict

Source: [Judgment Prediction on AITA verdict](<https://www.sota2.com/research/sota/judgment-prediction-on-aita-verdict>)

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

Data updated: 2026-02-26T05:31:09.996Z

Evaluation of model performance on predicting the verdict (e.g., AITA judgment) based on the provided context, measured using Accuracy and 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 | Judgment Prediction |
| Dataset (including any stated split) | AITA verdict |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/judgment-prediction-on-aita-verdict.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/judgment-prediction-on-aita-verdict.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Attitudes | 85.9 | Not recorded | 6944dbe0423ea422657298ac |
| C1: Financial Issues | 85.9 | Not recorded | 6944dbe0423ea422657298ac |
| C3: Parenting & Discipline | 85.9 | Not recorded | 6944dbe0423ea422657298ac |
| C4: Family Struct. Change | 85.9 | Not recorded | 6944dbe0423ea422657298ac |
| C7: Sympathy & Support | 85.9 | Not recorded | 6944dbe0423ea422657298ac |
| Demographics | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| Experiences | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| Relationships | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| C2: Acc. Social Needs | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| C5: Rel. Issues w/Men | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| C6: Rel. Issues w/Women | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| C8: Family Disputes | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| C9: Negative Affect | 85.8 | Not recorded | 6944dbe0423ea422657298ac |
| C10: Food & Meals | 85.7 | Not recorded | 6944dbe0423ea422657298ac |

### Attitudes

Accuracy: 85.9. Result ID: 6996bb635698665ec4062d81.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Theory Based High-level Categorization","5+%":"68"}. This record does not assert independent reproduction.

### C1: Financial Issues

Accuracy: 85.9. Result ID: 6996bb635698665ec4062d85.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"30"}. This record does not assert independent reproduction.

### C3: Parenting & Discipline

Accuracy: 85.9. Result ID: 6996bb635698665ec4062d87.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"33"}. This record does not assert independent reproduction.

### C4: Family Struct. Change

Accuracy: 85.9. Result ID: 6996bb635698665ec4062d88.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"33"}. This record does not assert independent reproduction.

### C7: Sympathy & Support

Accuracy: 85.9. Result ID: 6996bb635698665ec4062d8b.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"24"}. This record does not assert independent reproduction.

### Demographics

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d82.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Theory Based High-level Categorization","5+%":"69"}. This record does not assert independent reproduction.

### Experiences

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d83.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Theory Based High-level Categorization","5+%":"48"}. This record does not assert independent reproduction.

### Relationships

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d84.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Theory Based High-level Categorization","5+%":"56"}. This record does not assert independent reproduction.

### C2: Acc. Social Needs

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d86.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"42"}. This record does not assert independent reproduction.

### C5: Rel. Issues w/Men

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d89.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"37"}. This record does not assert independent reproduction.

### C6: Rel. Issues w/Women

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d8a.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"42"}. This record does not assert independent reproduction.

### C8: Family Disputes

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d8c.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"32"}. This record does not assert independent reproduction.

### C9: Negative Affect

Accuracy: 85.8. Result ID: 6996bb635698665ec4062d8d.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"39"}. This record does not assert independent reproduction.

### C10: Food & Meals

Accuracy: 85.7. Result ID: 6996bb635698665ec4062d8e.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbe0423ea422657298ac.md>)

Recorded evaluation configuration: {"Categorization Type":"Automatic High-level Categorization","5+%":"23"}. This record does not assert independent reproduction.

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