# Citation Prediction on PWC Citations

Source: [Citation Prediction on PWC Citations](<https://www.sota2.com/research/sota/citation-prediction-on-pwc-citations>)

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

Data updated: 2026-02-26T05:28:37.237Z

Evaluation of Citation Prediction performance on the PWC Citations 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 | Citation Prediction |
| Dataset (including any stated split) | PWC Citations |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/citation-prediction-on-pwc-citations.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GAL 120B | 51.9 | Not recorded | 68fa6dff1e209131cea3d479 |
| GAL 30B | 44.7 | Not recorded | 68fa6dff1e209131cea3d479 |
| GAL 6.7B | 32 | Not recorded | 68fa6dff1e209131cea3d479 |
| Sparse Retriever | 30.9 | Not recorded | 68fa6dff1e209131cea3d479 |
| Dense Retriever (fine-tuned) | 27.6 | Not recorded | 68fa6dff1e209131cea3d479 |
| GAL 1.3B | 18.5 | Not recorded | 68fa6dff1e209131cea3d479 |
| Dense Retriever (base) | 16.4 | Not recorded | 68fa6dff1e209131cea3d479 |
| GAL 125M | 7 | Not recorded | 68fa6dff1e209131cea3d479 |

### GAL 120B

Accuracy: 51.9. Result ID: 698ff26c3a6c314849fcfcd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Implementation](<https://www.sota2.com/galactica.org>)

Recorded evaluation configuration: {"Params (bn)":"120"}. This record does not assert independent reproduction.

### GAL 30B

Accuracy: 44.7. Result ID: 698ff26c3a6c314849fcfcd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Implementation](<https://www.sota2.com/galactica.org>)

Recorded evaluation configuration: {"Params (bn)":"30"}. This record does not assert independent reproduction.

### GAL 6.7B

Accuracy: 32. Result ID: 698ff26c3a6c314849fcfcd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Implementation](<https://www.sota2.com/galactica.org>)

Recorded evaluation configuration: {"Params (bn)":"6.7"}. This record does not assert independent reproduction.

### Sparse Retriever

Accuracy: 30.9. Result ID: 698ff26c3a6c314849fcfcd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

Recorded evaluation configuration: {"Params (bn)":"n/a"}. This record does not assert independent reproduction.

### Dense Retriever (fine-tuned)

Accuracy: 27.6. Result ID: 698ff26c3a6c314849fcfcdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

Recorded evaluation configuration: {"Params (bn)":"n/a"}. This record does not assert independent reproduction.

### GAL 1.3B

Accuracy: 18.5. Result ID: 698ff26c3a6c314849fcfcd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Implementation](<https://www.sota2.com/galactica.org>)

Recorded evaluation configuration: {"Params (bn)":"1.3"}. This record does not assert independent reproduction.

### Dense Retriever (base)

Accuracy: 16.4. Result ID: 698ff26c3a6c314849fcfcda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

Recorded evaluation configuration: {"Params (bn)":"n/a"}. This record does not assert independent reproduction.

### GAL 125M

Accuracy: 7. Result ID: 698ff26c3a6c314849fcfcd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dff1e209131cea3d479.md>)

[Implementation](<https://www.sota2.com/galactica.org>)

Recorded evaluation configuration: {"Params (bn)":"0.1"}. This record does not assert independent reproduction.

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