# Persuasive Technique Classification on INDI-PROP Farmer's Protest

Source: [Persuasive Technique Classification on INDI-PROP Farmer's Protest](<https://www.sota2.com/research/sota/persuasive-technique-classification-on-indi-prop-farmer-s-protest>)

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

Data updated: 2026-02-26T05:52:45.306Z

Evaluation of model performance on classifying persuasive techniques present in arguments related to the INDI-PROP Farmer's Protest dataset.

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 Farmer's Protest |
| Metric | Micro Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-farmer-s-protest.md?metric=Micro%20Precision>): Higher is better; unit: PERCENT.

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

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

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

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

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

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

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

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

## Recorded results

| Method | Micro Precision | Result date | Report paper |
| --- | --- | --- | --- |
| TPTC – GPT-4o-mini | 84.7 | Not recorded | 69311574d6b0dd3342933a83 |
| BERT | 71.9 | Not recorded | 69311574d6b0dd3342933a83 |
| RoBERTa | 68.7 | Not recorded | 69311574d6b0dd3342933a83 |
| DeBERTa | 67.4 | Not recorded | 69311574d6b0dd3342933a83 |
| DistillBERT | 66.9 | Not recorded | 69311574d6b0dd3342933a83 |
| TPTC – Gemma | 60 | Not recorded | 69311574d6b0dd3342933a83 |
| TPTC – Mistral | 18.8 | Not recorded | 69311574d6b0dd3342933a83 |
| GPT-4o-mini | 9.8 | Not recorded | 69311574d6b0dd3342933a83 |
| GPT-4o-mini | 9 | Not recorded | 69311574d6b0dd3342933a83 |

### TPTC – GPT-4o-mini

Micro Precision: 84.7. Result ID: 6996cf275698665ec41b312b.

[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.

### BERT

Micro Precision: 71.9. Result ID: 6996cf275698665ec41b3124.

[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.

### RoBERTa

Micro Precision: 68.7. Result ID: 6996cf275698665ec41b3123.

[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: 67.4. Result ID: 6996cf275698665ec41b3126.

[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.

### DistillBERT

Micro Precision: 66.9. Result ID: 6996cf275698665ec41b3125.

[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.

### TPTC – Gemma

Micro Precision: 60. Result ID: 6996cf275698665ec41b312a.

[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.

### TPTC – Mistral

Micro Precision: 18.8. Result ID: 6996cf275698665ec41b3129.

[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: 9.8. Result ID: 6996cf275698665ec41b3127.

[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.

### GPT-4o-mini

Micro Precision: 9. Result ID: 6996cf275698665ec41b3128.

[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.

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