# Citation Identification on LaMP-1 1.0 (test)

Source: [Citation Identification on LaMP-1 1.0 (test)](<https://www.sota2.com/research/sota/citation-identification-on-lamp-1-1-0-test>)

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

Data updated: 2026-02-26T05:29:43.575Z

Evaluation of Citation Identification performance on the test split of the LaMP-1 1.0 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 Identification |
| Dataset (including any stated split) | LaMP-1 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-identification-on-lamp-1-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| In-Prompt Augmentation | 63.6 | Not recorded | 68fa73701e209131cea5c7af |
| In-Prompt Augmentation | 63.4 | Not recorded | 68fa73701e209131cea5c7af |
| GPT-3.5 | 50.8 | Not recorded | 68fa73701e209131cea5c7af |
| FlanT5-XXL | 50.2 | Not recorded | 68fa73701e209131cea5c7af |

### In-Prompt Augmentation

Accuracy: 63.6. Result ID: 6992eb1d3a6c314849125a69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Implementation](<http://lamp-benchmark.github.io/>)

Recorded evaluation configuration: {"Backbone":"FlanT5-XXL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### In-Prompt Augmentation

Accuracy: 63.4. Result ID: 6992eb1d3a6c314849125a6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Implementation](<http://lamp-benchmark.github.io/>)

Recorded evaluation configuration: {"Backbone":"GPT-3.5","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### GPT-3.5

Accuracy: 50.8. Result ID: 6992eb1d3a6c314849125a68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### FlanT5-XXL

Accuracy: 50.2. Result ID: 6992eb1d3a6c314849125a67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfa7.md>)

[Implementation](<https://github.com/google-research/t5x/blob/main/docs/models.md#flan-t5-checkpoints>)

Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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