# Document Reranking on Genomics collection (test)

Source: [Document Reranking on Genomics collection (test)](<https://www.sota2.com/research/sota/document-reranking-on-genomics-collection-test>)

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

Data updated: 2026-02-26T05:49:35.516Z

Evaluation of Document Reranking performance on the test split of the Genomics collection dataset, measured using MAP, P@20, and nDCG@20.

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 | Document Reranking |
| Dataset (including any stated split) | Genomics collection (test) |
| Metric | MAP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [MAP](<https://www.sota2.com/research/sota/document-reranking-on-genomics-collection-test.md?metric=MAP>): Higher is better; unit: SCALAR.

- [P@20](<https://www.sota2.com/research/sota/document-reranking-on-genomics-collection-test.md?metric=P%4020>): Higher is better; unit: SCALAR.

- [nDCG@20](<https://www.sota2.com/research/sota/document-reranking-on-genomics-collection-test.md?metric=nDCG%4020>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MAP | Result date | Report paper |
| --- | --- | --- | --- |
| TREC Best | 0.377 | Not recorded | 68fa6a1e1e209131cea260bd |
| BM25 | 0.3108 | Not recorded | 68fa6a1e1e209131cea260bd |
| PARADE-Max | 0.2972 | Not recorded | 68fa6a1e1e209131cea260bd |
| PARADE-Transformer | 0.2855 | Not recorded | 68fa6a1e1e209131cea260bd |
| Birch | 0.2832 | Not recorded | 68fa6a1e1e209131cea260bd |
| PARADE-CNN | 0.2803 | Not recorded | 68fa6a1e1e209131cea260bd |
| BioBERT-KNRM | 0.2724 | Not recorded | 68fa6a1e1e209131cea260bd |
| PARADE-Sum | 0.2579 | Not recorded | 68fa6a1e1e209131cea260bd |
| BioBERT-MaxP | 0.2577 | Not recorded | 68fa6a1e1e209131cea260bd |
| PARADE-Attn | 0.2536 | Not recorded | 68fa6a1e1e209131cea260bd |
| PARADE-Avg | 0.2514 | Not recorded | 68fa6a1e1e209131cea260bd |
| CEDR-KNRM (Max) | 0.2486 | Not recorded | 68fa6a1e1e209131cea260bd |

### TREC Best

MAP: 0.377. Result ID: 698e0f99ffc3901de09a7cc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BM25

MAP: 0.3108. Result ID: 698e0f99ffc3901de09a7cc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PARADE-Max

MAP: 0.2972. Result ID: 698e0f99ffc3901de09a7cd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Implementation](<https://github.com/canjiali/PARADE/>)

Recorded evaluation configuration: {"aggregation":"Max"}. This record does not assert independent reproduction.

### PARADE-Transformer

MAP: 0.2855. Result ID: 698e0f99ffc3901de09a7cd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Implementation](<https://github.com/canjiali/PARADE/>)

Recorded evaluation configuration: {"aggregation":"Transformer"}. This record does not assert independent reproduction.

### Birch

MAP: 0.2832. Result ID: 698e0f99ffc3901de09a7cca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PARADE-CNN

MAP: 0.2803. Result ID: 698e0f99ffc3901de09a7cd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Implementation](<https://github.com/canjiali/PARADE/>)

Recorded evaluation configuration: {"aggregation":"CNN"}. This record does not assert independent reproduction.

### BioBERT-KNRM

MAP: 0.2724. Result ID: 698e0f99ffc3901de09a7ccc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PARADE-Sum

MAP: 0.2579. Result ID: 698e0f99ffc3901de09a7ccf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Implementation](<https://github.com/canjiali/PARADE/>)

Recorded evaluation configuration: {"aggregation":"Sum"}. This record does not assert independent reproduction.

### BioBERT-MaxP

MAP: 0.2577. Result ID: 698e0f99ffc3901de09a7ccb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PARADE-Attn

MAP: 0.2536. Result ID: 698e0f99ffc3901de09a7cd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Implementation](<https://github.com/canjiali/PARADE/>)

Recorded evaluation configuration: {"aggregation":"Attention"}. This record does not assert independent reproduction.

### PARADE-Avg

MAP: 0.2514. Result ID: 698e0f99ffc3901de09a7cce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Implementation](<https://github.com/canjiali/PARADE/>)

Recorded evaluation configuration: {"aggregation":"Average"}. This record does not assert independent reproduction.

### CEDR-KNRM (Max)

MAP: 0.2486. Result ID: 698e0f99ffc3901de09a7ccd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0ebe5.md>)

[Implementation](<https://github.com/Georgetown-IR-Lab/cedr>)

Recorded evaluation configuration: {"aggregation":"Max"}. This record does not assert independent reproduction.

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