# Sentiment Classification on Malo SC 2013

Source: [Sentiment Classification on Malo SC 2013](<https://www.sota2.com/research/sota/sentiment-classification-on-malo-sc-2013>)

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

Data updated: 2026-02-26T05:28:52.027Z

Evaluation of Sentiment Classification performance on the Malo SC 2013 dataset, measured using Accuracy.

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 | Sentiment classification |
| Dataset (including any stated split) | Malo SC 2013 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/sentiment-classification-on-malo-sc-2013.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FinBERT | 86.61 | Not recorded | 68fa6f691e209131cea4569f |
| GPT-3 | 80.37 | Not recorded | 68fa6f691e209131cea4569f |
| GPT-3 | 77.69 | Not recorded | 68fa6f691e209131cea4569f |

### FinBERT

Accuracy: 86.61. Result ID: 6990ad6e3a6c314849025f49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f691e209131cea4569f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f691e209131cea4569f.md>)

[Implementation](<https://github.com/EdisonNi-hku/MTL4Finance>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tune"}. This record does not assert independent reproduction.

### GPT-3

Accuracy: 80.37. Result ID: 6990ad6e3a6c314849025f48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f691e209131cea4569f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Few-Shot","Model version":"text-davinci-003"}. This record does not assert independent reproduction.

### GPT-3

Accuracy: 77.69. Result ID: 6990ad6e3a6c314849025f47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f691e209131cea4569f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Model version":"text-davinci-003"}. This record does not assert independent reproduction.

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