# Coupon Recommendation on commercial product

Source: [Coupon Recommendation on commercial product](<https://www.sota2.com/research/sota/coupon-recommendation-on-commercial-product>)

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

Data updated: 2026-02-26T05:38:53.716Z

Evaluation of Coupon Recommendation performance on the 'commercial product' dataset, using metrics such as CVR and CTCVR.

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 | Coupon Recommendation |
| Dataset (including any stated split) | commercial product |
| Metric | CVR |
| 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

- [CVR](<https://www.sota2.com/research/sota/coupon-recommendation-on-commercial-product.md?metric=CVR>): Higher is better; unit: PERCENT.

- [CTCVR](<https://www.sota2.com/research/sota/coupon-recommendation-on-commercial-product.md?metric=CTCVR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CVR | Result date | Report paper |
| --- | --- | --- | --- |
| PUIR | 88.07 | Not recorded | 68fa70c81e209131cea4d0f6 |
| SPUIR | 87.7 | Not recorded | 68fa70c81e209131cea4d0f6 |
| PUIR-RS | 87.63 | Not recorded | 68fa70c81e209131cea4d0f6 |
| SPUIR-RS | 87.58 | Not recorded | 68fa70c81e209131cea4d0f6 |
| BLTS-B | 86.63 | Not recorded | 68fa70c81e209131cea4d0f6 |
| DFM-S | 86.56 | Not recorded | 68fa70c81e209131cea4d0f6 |
| SBUCB | 85.69 | Not recorded | 68fa70c81e209131cea4d0f6 |
| BEXP3-IPW | 48.62 | Not recorded | 68fa70c81e209131cea4d0f6 |
| BEXP3 | 48.46 | Not recorded | 68fa70c81e209131cea4d0f6 |

### PUIR

CVR: 88.07. Result ID: 69913ff53a6c31484906c79a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

Recorded evaluation configuration: {"Time (sec.)":184.3575}. This record does not assert independent reproduction.

### SPUIR

CVR: 87.7. Result ID: 69913ff53a6c31484906c79b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

Recorded evaluation configuration: {"Time (sec.)":81.5753}. This record does not assert independent reproduction.

### PUIR-RS

CVR: 87.63. Result ID: 69913ff53a6c31484906c79c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

Recorded evaluation configuration: {"Time (sec.)":180.4999}. This record does not assert independent reproduction.

### SPUIR-RS

CVR: 87.58. Result ID: 69913ff53a6c31484906c79d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

Recorded evaluation configuration: {"Time (sec.)":80.8003}. This record does not assert independent reproduction.

### BLTS-B

CVR: 86.63. Result ID: 69913ff53a6c31484906c799.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa652e1e209131cea08a9c.md>)

Recorded evaluation configuration: {"Time (sec.)":218.2109}. This record does not assert independent reproduction.

### DFM-S

CVR: 86.56. Result ID: 69913ff53a6c31484906c795.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

Recorded evaluation configuration: {"Time (sec.)":302.314}. This record does not assert independent reproduction.

### SBUCB

CVR: 85.69. Result ID: 69913ff53a6c31484906c796.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56d51e209131ce99ff32.md>)

Recorded evaluation configuration: {"Time (sec.)":43.5435}. This record does not assert independent reproduction.

### BEXP3-IPW

CVR: 48.62. Result ID: 69913ff53a6c31484906c798.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

Recorded evaluation configuration: {"Time (sec.)":56.0101}. This record does not assert independent reproduction.

### BEXP3

CVR: 48.46. Result ID: 69913ff53a6c31484906c797.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d0f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c991e209131cea34c5d.md>)

Recorded evaluation configuration: {"Time (sec.)":53.5001}. This record does not assert independent reproduction.

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