# Stance Detection on EZSTANCE Explicit (test)

Source: [Stance Detection on EZSTANCE Explicit (test)](<https://www.sota2.com/research/sota/stance-detection-on-ezstance-explicit-test>)

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

Data updated: 2026-02-26T06:02:48.283Z

Evaluation of Stance Detection performance on the test split of the EZSTANCE Explicit dataset, reporting SC (%).

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 | Stance Detection |
| Dataset (including any stated split) | EZSTANCE Explicit (test) |
| Metric | SC (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [SC (%)](<https://www.sota2.com/research/sota/stance-detection-on-ezstance-explicit-test.md?metric=SC%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SC (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-pro | 0.5146 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Mistral-large | 0.513 | Not recorded | 68fa78f21e209131cea7b5e1 |
| GPT-4o | 0.4938 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Gemini-flash | 0.4889 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Llama-3-70B | 0.4873 | Not recorded | 68fa78f21e209131cea7b5e1 |
| GPT-3.5 | 0.4848 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Gemini-flash | 0.4731 | Not recorded | 68fa78f21e209131cea7b5e1 |
| GPT-3.5 | 0.4721 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Llama-3-8B | 0.472 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Mistral-small | 0.4677 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Llama-3-8B | 0.4672 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Llama-3-70B | 0.4639 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Mistral-large | 0.462 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Mistral-small | 0.4506 | Not recorded | 68fa78f21e209131cea7b5e1 |
| Gemini-pro | 0.4364 | Not recorded | 68fa78f21e209131cea7b5e1 |
| GPT-4o | 0.4077 | Not recorded | 68fa78f21e209131cea7b5e1 |

### Gemini-pro

SC (%): 0.5146. Result ID: 6995b1ed3badfaffe6b1a8a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### Mistral-large

SC (%): 0.513. Result ID: 6995b1ed3badfaffe6b1a8a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### GPT-4o

SC (%): 0.4938. Result ID: 6995b1ed3badfaffe6b1a89d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### Gemini-flash

SC (%): 0.4889. Result ID: 6995b1ed3badfaffe6b1a89f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### Llama-3-70B

SC (%): 0.4873. Result ID: 6995b1ed3badfaffe6b1a8a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### GPT-3.5

SC (%): 0.4848. Result ID: 6995b1ed3badfaffe6b1a89b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### Gemini-flash

SC (%): 0.4731. Result ID: 6995b1ed3badfaffe6b1a89e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### GPT-3.5

SC (%): 0.4721. Result ID: 6995b1ed3badfaffe6b1a89a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### Llama-3-8B

SC (%): 0.472. Result ID: 6995b1ed3badfaffe6b1a8a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### Mistral-small

SC (%): 0.4677. Result ID: 6995b1ed3badfaffe6b1a8a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### Llama-3-8B

SC (%): 0.4672. Result ID: 6995b1ed3badfaffe6b1a8a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction.

### Llama-3-70B

SC (%): 0.4639. Result ID: 6995b1ed3badfaffe6b1a8a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### Mistral-large

SC (%): 0.462. Result ID: 6995b1ed3badfaffe6b1a8a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### Mistral-small

SC (%): 0.4506. Result ID: 6995b1ed3badfaffe6b1a8a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### Gemini-pro

SC (%): 0.4364. Result ID: 6995b1ed3badfaffe6b1a8a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

### GPT-4o

SC (%): 0.4077. Result ID: 6995b1ed3badfaffe6b1a89c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b5e1.md>)

[Implementation](<https://www.sota2.com/anonymous.4open.science/r/opentarget-5521>)

Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
