# Title Similarity on e-commerce title similarity (test)

Source: [Title Similarity on e-commerce title similarity (test)](<https://www.sota2.com/research/sota/title-similarity-on-e-commerce-title-similarity-test>)

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

Data updated: 2026-02-26T05:28:58.195Z

Evaluation of Title Similarity performance on the test split of the e-commerce title similarity 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 | Title Similarity |
| Dataset (including any stated split) | e-commerce title similarity (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/title-similarity-on-e-commerce-title-similarity-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GP-TS psi | 98 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.10 | 97.9 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.25 | 97.9 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.30 | 97.9 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.35 | 97.9 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.50 | 97.9 | Not recorded | 68fa6f9a1e209131cea468b5 |
| GP-TS rho | 97.9 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.05 | 97.8 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.15 | 97.8 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.20 | 97.8 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.40 | 97.8 | Not recorded | 68fa6f9a1e209131cea468b5 |
| p=0.45 | 97.8 | Not recorded | 68fa6f9a1e209131cea468b5 |
| RoBERTa base | 97.2 | Not recorded | 68fa6f9a1e209131cea468b5 |

### GP-TS psi

Accuracy: 98. Result ID: 6990e3263a6c314849040a18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Implementation](<https://github.com/iurteaga/gp_ts_nlp>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":10}. This record does not assert independent reproduction.

### p=0.10

Accuracy: 97.9. Result ID: 6990e3263a6c314849040a0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":27}. This record does not assert independent reproduction.

### p=0.25

Accuracy: 97.9. Result ID: 6990e3263a6c314849040a11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":17}. This record does not assert independent reproduction.

### p=0.30

Accuracy: 97.9. Result ID: 6990e3263a6c314849040a12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":19}. This record does not assert independent reproduction.

### p=0.35

Accuracy: 97.9. Result ID: 6990e3263a6c314849040a13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":9}. This record does not assert independent reproduction.

### p=0.50

Accuracy: 97.9. Result ID: 6990e3263a6c314849040a16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":8}. This record does not assert independent reproduction.

### GP-TS rho

Accuracy: 97.9. Result ID: 6990e3263a6c314849040a17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Implementation](<https://github.com/iurteaga/gp_ts_nlp>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":13}. This record does not assert independent reproduction.

### p=0.05

Accuracy: 97.8. Result ID: 6990e3263a6c314849040a0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":26}. This record does not assert independent reproduction.

### p=0.15

Accuracy: 97.8. Result ID: 6990e3263a6c314849040a0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":13}. This record does not assert independent reproduction.

### p=0.20

Accuracy: 97.8. Result ID: 6990e3263a6c314849040a10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":8}. This record does not assert independent reproduction.

### p=0.40

Accuracy: 97.8. Result ID: 6990e3263a6c314849040a14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":9}. This record does not assert independent reproduction.

### p=0.45

Accuracy: 97.8. Result ID: 6990e3263a6c314849040a15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":11}. This record does not assert independent reproduction.

### RoBERTa base

Accuracy: 97.2. Result ID: 6990e3263a6c314849040a0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"fine-tuning":true,"at interaction":0}. This record does not assert independent reproduction.

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