# Persuasive Technique Classification on INDI-PROP CAA

Source: [Persuasive Technique Classification on INDI-PROP CAA](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa>)

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

Data updated: 2026-02-26T05:52:45.286Z

Evaluation of model performance on classifying persuasive techniques within the INDI-PROP CAA dataset, measured using Micro/Macro/Weighted Precision, Recall, and F1 scores.

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 | Persuasive Technique Classification |
| Dataset (including any stated split) | INDI-PROP CAA |
| Metric | Micro Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [Micro Precision](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Micro%20Precision>): Higher is better; unit: PERCENT.

- [Micro Recall](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Micro%20Recall>): Higher is better; unit: PERCENT.

- [Micro F1 Score](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Micro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1 Score](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Weighted Precision](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Weighted%20Precision>): Higher is better; unit: PERCENT.

- [Weighted Recall](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Weighted%20Recall>): Higher is better; unit: PERCENT.

- [Weighted F1 Score](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-caa.md?metric=Weighted%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro Precision | Result date | Report paper |
| --- | --- | --- | --- |
| BERT | 76.6 | Not recorded | 69311574d6b0dd3342933a83 |
| DistillBERT | 76.6 | Not recorded | 69311574d6b0dd3342933a83 |
| RoBERTa | 74.9 | Not recorded | 69311574d6b0dd3342933a83 |
| DeBERTa | 73 | Not recorded | 69311574d6b0dd3342933a83 |
| FANTA | 73 | Not recorded | 69311574d6b0dd3342933a83 |
| TPTC – GPT-4o-mini | 72.8 | Not recorded | 69311574d6b0dd3342933a83 |
| DeBERTa | 71.3 | Not recorded | 69311574d6b0dd3342933a83 |
| RoBERTa | 70.5 | Not recorded | 69311574d6b0dd3342933a83 |
| DistillBERT | 69.9 | Not recorded | 69311574d6b0dd3342933a83 |
| BERT | 68.9 | Not recorded | 69311574d6b0dd3342933a83 |
| FANTA | 67 | Not recorded | 69311574d6b0dd3342933a83 |
| FANTA | 53 | Not recorded | 69311574d6b0dd3342933a83 |
| FANTA | 52 | Not recorded | 69311574d6b0dd3342933a83 |
| GPT-4o-mini | 47.3 | Not recorded | 69311574d6b0dd3342933a83 |
| TPTC – Gemma | 44 | Not recorded | 69311574d6b0dd3342933a83 |
| GPT-4o-mini | 37.4 | Not recorded | 69311574d6b0dd3342933a83 |
| TPTC – Mistral | 25 | Not recorded | 69311574d6b0dd3342933a83 |
| GPT-4o-mini | 21 | Not recorded | 69311574d6b0dd3342933a83 |
| GPT-4o-mini | 20.8 | Not recorded | 69311574d6b0dd3342933a83 |

### BERT

Micro Precision: 76.6. Result ID: 6996cf275698665ec41b312d.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

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

### DistillBERT

Micro Precision: 76.6. Result ID: 6996cf275698665ec41b312e.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea14884.md>)

[Implementation](<https://github.com/huggingface/transformers>)

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

### RoBERTa

Micro Precision: 74.9. Result ID: 6996cf275698665ec41b311a.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction.

### DeBERTa

Micro Precision: 73. Result ID: 6996cf275698665ec41b311d.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2a6.md>)

[Implementation](<https://github.com/microsoft/DeBERTa111>)

Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction.

### FANTA

Micro Precision: 73. Result ID: 6996cf275698665ec41b3132.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Backbone":"Mistral"}. This record does not assert independent reproduction.

### TPTC – GPT-4o-mini

Micro Precision: 72.8. Result ID: 6996cf275698665ec41b3122.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Framework":"TPTC","Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction.

### DeBERTa

Micro Precision: 71.3. Result ID: 6996cf275698665ec41b312f.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2a6.md>)

[Implementation](<https://github.com/microsoft/DeBERTa111>)

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

### RoBERTa

Micro Precision: 70.5. Result ID: 6996cf275698665ec41b312c.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

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

### DistillBERT

Micro Precision: 69.9. Result ID: 6996cf275698665ec41b311c.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea14884.md>)

[Implementation](<https://github.com/huggingface/transformers>)

Recorded evaluation configuration: {"Backbone":"DistillBERT"}. This record does not assert independent reproduction.

### BERT

Micro Precision: 68.9. Result ID: 6996cf275698665ec41b311b.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction.

### FANTA

Micro Precision: 67. Result ID: 6996cf275698665ec41b3134.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction.

### FANTA

Micro Precision: 53. Result ID: 6996cf275698665ec41b3133.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Backbone":"Gemma"}. This record does not assert independent reproduction.

### FANTA

Micro Precision: 52. Result ID: 6996cf275698665ec41b3135.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Backbone":"GPT-4o-mini","Variant":"Concise"}. This record does not assert independent reproduction.

### GPT-4o-mini

Micro Precision: 47.3. Result ID: 6996cf275698665ec41b3130.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Prompt Settings":"Zero-Shot"}. This record does not assert independent reproduction.

### TPTC – Gemma

Micro Precision: 44. Result ID: 6996cf275698665ec41b3121.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Framework":"TPTC","Backbone":"Gemma"}. This record does not assert independent reproduction.

### GPT-4o-mini

Micro Precision: 37.4. Result ID: 6996cf275698665ec41b3131.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Prompt Settings":"Few-Shot"}. This record does not assert independent reproduction.

### TPTC – Mistral

Micro Precision: 25. Result ID: 6996cf275698665ec41b3120.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Framework":"TPTC","Backbone":"Mistral"}. This record does not assert independent reproduction.

### GPT-4o-mini

Micro Precision: 21. Result ID: 6996cf275698665ec41b311f.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-Shot","Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction.

### GPT-4o-mini

Micro Precision: 20.8. Result ID: 6996cf275698665ec41b311e.

[Reporting paper](<https://www.sota2.com/research/paper/69311574d6b0dd3342933a83.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction.

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