# Click-Through Rate Prediction on Agentic AI Message Dataset (test)

Source: [Click-Through Rate Prediction on Agentic AI Message Dataset (test)](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-agentic-ai-message-dataset-test>)

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

Data updated: 2026-06-02T13:37:53.787Z

Evaluation of Click-Through Rate (CTR) Prediction performance on the test split of the Agentic AI Message Dataset, measured using CTR percentage, Coefficient, and Standard Error.

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 | Click-Through Rate Prediction |
| Dataset (including any stated split) | Agentic AI Message Dataset (test) |
| Metric | Coefficient |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 23 of 23 |
| 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

- [Coefficient](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-agentic-ai-message-dataset-test.md?metric=Coefficient>): Higher is better; unit: SCALAR.

- [CTR](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-agentic-ai-message-dataset-test.md?metric=CTR>): Higher is better; unit: PERCENT.

- [Standard Error](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-agentic-ai-message-dataset-test.md?metric=Standard%20Error>): Lower is better; unit: SCALAR.

- [Pseudo R2](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-agentic-ai-message-dataset-test.md?metric=Pseudo%20R2>): Higher is better; unit: SCALAR.

- [Baseline CTR](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-agentic-ai-message-dataset-test.md?metric=Baseline%20CTR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| efficiencyTech | 0.0654 | Not recorded | 6a1e6450dbd7150506f859ba |
| efficiencyTech | 0.0645 | Not recorded | 6a1e6450dbd7150506f859ba |
| efficiencyTech | 0.0645 | Not recorded | 6a1e6450dbd7150506f859ba |
| efficiencyTech | 0.0644 | Not recorded | 6a1e6450dbd7150506f859ba |
| salience | 0.0339 | Not recorded | 6a1e6450dbd7150506f859ba |
| completePro | 0.0327 | Not recorded | 6a1e6450dbd7150506f859ba |
| completePro | 0.0327 | Not recorded | 6a1e6450dbd7150506f859ba |
| completePro | 0.0326 | Not recorded | 6a1e6450dbd7150506f859ba |
| completePro | 0.0326 | Not recorded | 6a1e6450dbd7150506f859ba |
| authorityTrad | 0.0225 | Not recorded | 6a1e6450dbd7150506f859ba |
| progressFeedback | 0.0219 | Not recorded | 6a1e6450dbd7150506f859ba |
| authorityTrad | 0.0217 | Not recorded | 6a1e6450dbd7150506f859ba |
| authorityTrad | 0.0217 | Not recorded | 6a1e6450dbd7150506f859ba |
| authorityTrad | 0.0217 | Not recorded | 6a1e6450dbd7150506f859ba |
| clarityAction | 0.0183 | Not recorded | 6a1e6450dbd7150506f859ba |
| clarityAction | 0.0178 | Not recorded | 6a1e6450dbd7150506f859ba |

### efficiencyTech

Coefficient: 0.0654. Result ID: 6a1edbebfbc373592c1afa28.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(1) Simple","Demographics":"No","Medical Context":"No","Temporal Controls":"No"}. This record does not assert independent reproduction.

### efficiencyTech

Coefficient: 0.0645. Result ID: 6a1edbebfbc373592c1afa29.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(2) +Demo","Demographics":"Yes","Medical Context":"No","Temporal Controls":"No"}. This record does not assert independent reproduction.

### efficiencyTech

Coefficient: 0.0645. Result ID: 6a1edbebfbc373592c1afa2a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(3) +Medical","Demographics":"Yes","Medical Context":"Yes","Temporal Controls":"No"}. This record does not assert independent reproduction.

### efficiencyTech

Coefficient: 0.0644. Result ID: 6a1edbebfbc373592c1afa2b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(4) +Temporal","Demographics":"Yes","Medical Context":"Yes","Temporal Controls":"Yes"}. This record does not assert independent reproduction.

### salience

Coefficient: 0.0339. Result ID: 6a1edbebfbc373592c1afa3a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(4) +Temporal"}. This record does not assert independent reproduction.

### completePro

Coefficient: 0.0327. Result ID: 6a1edbebfbc373592c1afa2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(2) +Demo","Demographics":"Yes","Medical Context":"No","Temporal Controls":"No"}. This record does not assert independent reproduction.

### completePro

Coefficient: 0.0327. Result ID: 6a1edbebfbc373592c1afa2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(3) +Medical","Demographics":"Yes","Medical Context":"Yes","Temporal Controls":"No"}. This record does not assert independent reproduction.

### completePro

Coefficient: 0.0326. Result ID: 6a1edbebfbc373592c1afa2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(1) Simple","Demographics":"No","Medical Context":"No","Temporal Controls":"No"}. This record does not assert independent reproduction.

### completePro

Coefficient: 0.0326. Result ID: 6a1edbebfbc373592c1afa30.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(4) +Temporal","Demographics":"Yes","Medical Context":"Yes","Temporal Controls":"Yes"}. This record does not assert independent reproduction.

### authorityTrad

Coefficient: 0.0225. Result ID: 6a1edbebfbc373592c1afa32.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(1) Simple"}. This record does not assert independent reproduction.

### progressFeedback

Coefficient: 0.0219. Result ID: 6a1edbebfbc373592c1afa3c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(4) +Temporal"}. This record does not assert independent reproduction.

### authorityTrad

Coefficient: 0.0217. Result ID: 6a1edbebfbc373592c1afa33.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(2) +Demo"}. This record does not assert independent reproduction.

### authorityTrad

Coefficient: 0.0217. Result ID: 6a1edbebfbc373592c1afa34.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(3) +Medical"}. This record does not assert independent reproduction.

### authorityTrad

Coefficient: 0.0217. Result ID: 6a1edbebfbc373592c1afa35.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(4) +Temporal"}. This record does not assert independent reproduction.

### clarityAction

Coefficient: 0.0183. Result ID: 6a1edbebfbc373592c1afa37.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(1) Simple"}. This record does not assert independent reproduction.

### clarityAction

Coefficient: 0.0178. Result ID: 6a1edbebfbc373592c1afa38.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6450dbd7150506f859ba.md>)

Recorded evaluation configuration: {"Specification":"(4) +Temporal"}. This record does not assert independent reproduction.

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