# Information Retrieval Triplet Dataset (test)

Source: [Information Retrieval Triplet Dataset (test)](<https://www.sota2.com/research/sota/information-retrieval-triplet-dataset-test>)

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

Data updated: 2026-02-26T05:42:13.666Z

Evaluation of model performance on the test split of the Information Retrieval Triplet Dataset for Information Retrieval tasks.

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 | Information Retrieval |
| Dataset (including any stated split) | Information Retrieval Triplet Dataset (test) |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/information-retrieval-triplet-dataset-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Paragraph Vector | 3.82 | Not recorded | 68fa61601e209131ce9f3c6f |
| Weighted Bag-of-bigrams | 5.67 | Not recorded | 68fa61601e209131ce9f3c6f |
| Bag-of-bigrams | 7.28 | Not recorded | 68fa61601e209131ce9f3c6f |
| Bag-of-words | 8.1 | Not recorded | 68fa61601e209131ce9f3c6f |
| Vector Averaging | 10.25 | Not recorded | 68fa61601e209131ce9f3c6f |

### Paragraph Vector

Error Rate: 3.82. Result ID: 698bcc0f7a967eddb7716ac8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61601e209131ce9f3c6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61601e209131ce9f3c6f.md>)

Recorded evaluation configuration: {"weighting":"TF-IDF"}. This record does not assert independent reproduction.

### Weighted Bag-of-bigrams

Error Rate: 5.67. Result ID: 698bcc0f7a967eddb7716ac7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61601e209131ce9f3c6f.md>)

Recorded evaluation configuration: {"weighting":"TF-IDF","learned\_linear\_matrix\_W":true}. This record does not assert independent reproduction.

### Bag-of-bigrams

Error Rate: 7.28. Result ID: 698bcc0f7a967eddb7716ac6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61601e209131ce9f3c6f.md>)

Recorded evaluation configuration: {"weighting":"TF-IDF"}. This record does not assert independent reproduction.

### Bag-of-words

Error Rate: 8.1. Result ID: 698bcc0f7a967eddb7716ac5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61601e209131ce9f3c6f.md>)

Recorded evaluation configuration: {"weighting":"TF-IDF"}. This record does not assert independent reproduction.

### Vector Averaging

Error Rate: 10.25. Result ID: 698bcc0f7a967eddb7716ac4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61601e209131ce9f3c6f.md>)

Recorded evaluation configuration: {"weighting":"TF-IDF"}. This record does not assert independent reproduction.

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