# Argument Quality Assessment on Webis-ArgQuality 20

Source: [Argument Quality Assessment on Webis-ArgQuality 20](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20>)

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

Data updated: 2026-05-28T09:42:12.723Z

Evaluation of model performance on argument quality assessment using the Webis-ArgQuality 20 dataset, measured using correlation and agreement metrics such as Pearson (r), RMSE, and Kendall's Tau.

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 | Argument Quality Assessment |
| Dataset (including any stated split) | Webis-ArgQuality 20 |
| Metric | Pearson Correlation (r) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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

- [Pearson Correlation (r)](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Pearson%20Correlation%20(r)>): Higher is better; unit: SCALAR.

- [Spearman Correlation (ρ)](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Spearman%20Correlation%20(%CF%81)>): Higher is better; unit: SCALAR.

- [Kendall's Tau](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Kendall%27s%20Tau>): Higher is better; unit: SCALAR.

- [Mean Absolute Error (MAE)](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Mean%20Absolute%20Error%20(MAE)>): Lower is better; unit: SCALAR.

- [Root Mean Square Error (RMSE)](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Root%20Mean%20Square%20Error%20(RMSE)>): Lower is better; unit: SCALAR.

- [Kappa IAA](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Kappa%20IAA>): Higher is better; unit: SCALAR.

- [Agreement (%)](<https://www.sota2.com/research/sota/argument-quality-assessment-on-webis-argquality-20.md?metric=Agreement%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pearson Correlation (r) | Result date | Report paper |
| --- | --- | --- | --- |
| Llama-70B | 0.473 | Not recorded | 6a17cc45dbd7150506f814be |
| Llama-70B | 0.465 | Not recorded | 6a17cc45dbd7150506f814be |
| Qwen2.5-72B | 0.463 | Not recorded | 6a17cc45dbd7150506f814be |
| Qwen2.5-72B | 0.453 | Not recorded | 6a17cc45dbd7150506f814be |
| Llama-70B | 0.442 | Not recorded | 6a17cc45dbd7150506f814be |
| Qwen2.5-72B | 0.435 | Not recorded | 6a17cc45dbd7150506f814be |
| Olmo2-32B | 0.402 | Not recorded | 6a17cc45dbd7150506f814be |
| Olmo2-32B | 0.398 | Not recorded | 6a17cc45dbd7150506f814be |
| Command-R-104B | 0.392 | Not recorded | 6a17cc45dbd7150506f814be |
| Command-R-7B | 0.37 | Not recorded | 6a17cc45dbd7150506f814be |
| Command-R-104B | 0.365 | Not recorded | 6a17cc45dbd7150506f814be |
| Qwen2.5-7B | 0.354 | Not recorded | 6a17cc45dbd7150506f814be |
| Command-R-104B | 0.354 | Not recorded | 6a17cc45dbd7150506f814be |
| Command-R-7B | 0.345 | Not recorded | 6a17cc45dbd7150506f814be |
| Qwen2.5-7B | 0.322 | Not recorded | 6a17cc45dbd7150506f814be |
| Command-R-7B | 0.301 | Not recorded | 6a17cc45dbd7150506f814be |
| Olmo2-32B | 0.296 | Not recorded | 6a17cc45dbd7150506f814be |
| Mixtral-8x22B | 0.29 | Not recorded | 6a17cc45dbd7150506f814be |
| Llama-8B | 0.258 | Not recorded | 6a17cc45dbd7150506f814be |
| Mixtral-8x22B | 0.237 | Not recorded | 6a17cc45dbd7150506f814be |
| Mixtral-8x7B | 0.233 | Not recorded | 6a17cc45dbd7150506f814be |
| Mistral-7B | 0.232 | Not recorded | 6a17cc45dbd7150506f814be |
| Mistral-7B | 0.221 | Not recorded | 6a17cc45dbd7150506f814be |
| Mixtral-8x22B | 0.218 | Not recorded | 6a17cc45dbd7150506f814be |
| Qwen2.5-7B | 0.188 | Not recorded | 6a17cc45dbd7150506f814be |
| Mixtral-8x7B | 0.174 | Not recorded | 6a17cc45dbd7150506f814be |
| Llama-8B | 0.155 | Not recorded | 6a17cc45dbd7150506f814be |
| Mixtral-8x7B | 0.093 | Not recorded | 6a17cc45dbd7150506f814be |
| Mistral-7B | 0.082 | Not recorded | 6a17cc45dbd7150506f814be |
| Llama-8B | 0.057 | Not recorded | 6a17cc45dbd7150506f814be |
| Olmo2-7B | 0.002 | Not recorded | 6a17cc45dbd7150506f814be |
| Olmo2-7B | -0.034 | Not recorded | 6a17cc45dbd7150506f814be |
| Mistral-22B | -0.047 | Not recorded | 6a17cc45dbd7150506f814be |
| Mistral-22B | -0.072 | Not recorded | 6a17cc45dbd7150506f814be |
| Mistral-22B | -0.086 | Not recorded | 6a17cc45dbd7150506f814be |
| Olmo2-7B | -0.087 | Not recorded | 6a17cc45dbd7150506f814be |

### Llama-70B

Pearson Correlation (r): 0.473. Result ID: 6a180d7dfbc373592c12330e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Llama-70B

Pearson Correlation (r): 0.465. Result ID: 6a180d7dfbc373592c12330f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Qwen2.5-72B

Pearson Correlation (r): 0.463. Result ID: 6a180d7dfbc373592c123310.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Qwen2.5-72B

Pearson Correlation (r): 0.453. Result ID: 6a180d7dfbc373592c123311.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Llama-70B

Pearson Correlation (r): 0.442. Result ID: 6a180d7dfbc373592c12330d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Qwen2.5-72B

Pearson Correlation (r): 0.435. Result ID: 6a180d7dfbc373592c123312.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Olmo2-32B

Pearson Correlation (r): 0.402. Result ID: 6a180d7dfbc373592c123307.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b84e.md>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Olmo2-32B

Pearson Correlation (r): 0.398. Result ID: 6a180d7dfbc373592c123309.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b84e.md>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Command-R-104B

Pearson Correlation (r): 0.392. Result ID: 6a180d7dfbc373592c123314.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea76807.md>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Command-R-7B

Pearson Correlation (r): 0.37. Result ID: 6a180d7dfbc373592c1232fe.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea76807.md>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Command-R-104B

Pearson Correlation (r): 0.365. Result ID: 6a180d7dfbc373592c123313.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea76807.md>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Qwen2.5-7B

Pearson Correlation (r): 0.354. Result ID: 6a180d7dfbc373592c1232fc.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Command-R-104B

Pearson Correlation (r): 0.354. Result ID: 6a180d7dfbc373592c123315.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea76807.md>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Command-R-7B

Pearson Correlation (r): 0.345. Result ID: 6a180d7dfbc373592c123300.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea76807.md>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Qwen2.5-7B

Pearson Correlation (r): 0.322. Result ID: 6a180d7dfbc373592c1232fb.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Command-R-7B

Pearson Correlation (r): 0.301. Result ID: 6a180d7dfbc373592c1232ff.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea76807.md>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Olmo2-32B

Pearson Correlation (r): 0.296. Result ID: 6a180d7dfbc373592c123308.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b84e.md>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Mixtral-8x22B

Pearson Correlation (r): 0.29. Result ID: 6a180d7dfbc373592c12330b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Llama-8B

Pearson Correlation (r): 0.258. Result ID: 6a180d7dfbc373592c1232f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Mixtral-8x22B

Pearson Correlation (r): 0.237. Result ID: 6a180d7dfbc373592c12330a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Mixtral-8x7B

Pearson Correlation (r): 0.233. Result ID: 6a180d7dfbc373592c123302.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Mistral-7B

Pearson Correlation (r): 0.232. Result ID: 6a180d7dfbc373592c1232f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Mistral-7B

Pearson Correlation (r): 0.221. Result ID: 6a180d7dfbc373592c1232f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Mixtral-8x22B

Pearson Correlation (r): 0.218. Result ID: 6a180d7dfbc373592c12330c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Qwen2.5-7B

Pearson Correlation (r): 0.188. Result ID: 6a180d7dfbc373592c1232fd.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Mixtral-8x7B

Pearson Correlation (r): 0.174. Result ID: 6a180d7dfbc373592c123301.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Llama-8B

Pearson Correlation (r): 0.155. Result ID: 6a180d7dfbc373592c1232f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Mixtral-8x7B

Pearson Correlation (r): 0.093. Result ID: 6a180d7dfbc373592c123303.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Mistral-7B

Pearson Correlation (r): 0.082. Result ID: 6a180d7dfbc373592c1232f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Llama-8B

Pearson Correlation (r): 0.057. Result ID: 6a180d7dfbc373592c1232f7.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Olmo2-7B

Pearson Correlation (r): 0.002. Result ID: 6a180d7dfbc373592c1232fa.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b84e.md>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Olmo2-7B

Pearson Correlation (r): -0.034. Result ID: 6a180d7dfbc373592c1232f8.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b84e.md>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Mistral-22B

Pearson Correlation (r): -0.047. Result ID: 6a180d7dfbc373592c123305.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

### Mistral-22B

Pearson Correlation (r): -0.072. Result ID: 6a180d7dfbc373592c123306.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"cot"}. This record does not assert independent reproduction.

### Mistral-22B

Pearson Correlation (r): -0.086. Result ID: 6a180d7dfbc373592c123304.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Prompt":"zero"}. This record does not assert independent reproduction.

### Olmo2-7B

Pearson Correlation (r): -0.087. Result ID: 6a180d7dfbc373592c1232f9.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc45dbd7150506f814be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b84e.md>)

Recorded evaluation configuration: {"Prompt":"few"}. This record does not assert independent reproduction.

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