# Document Retrieval on BEIR-NQ chunked documents - queries with more than one relevant object

Source: [Document Retrieval on BEIR-NQ chunked documents - queries with more than one relevant object](<https://www.sota2.com/research/sota/document-retrieval-on-beir-nq-chunked-documents-queries-with-more-than-one-relevant-object>)

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

Data updated: 2026-03-27T16:49:04.629Z

Evaluation of Document Retrieval performance using Precision at K (PR@5 and PR@10) on the specific BEIR-NQ subset focusing on queries with multiple relevant documents.

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 Retrieval |
| Dataset (including any stated split) | BEIR-NQ chunked documents - queries with more than one relevant object |
| Metric | Precision@5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Precision@5](<https://www.sota2.com/research/sota/document-retrieval-on-beir-nq-chunked-documents-queries-with-more-than-one-relevant-object.md?metric=Precision%405>): Higher is better; unit: PERCENT.

- [Precision@10](<https://www.sota2.com/research/sota/document-retrieval-on-beir-nq-chunked-documents-queries-with-more-than-one-relevant-object.md?metric=Precision%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision@5 | Result date | Report paper |
| --- | --- | --- | --- |
| Llama-Embed-Nemotron-8B+BM25 + GraphER-GAT | 54.4 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Llama-Embed-Nemotron-8B+BM25 + GraphER-PPR | 53.3 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Llama-Embed-Nemotron-8B+BM25 + GraphER-GCS | 52.3 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Llama-Embed-Nemotron-8B+BM25 | 50.9 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Multilingual-E5-large+BM25 + GraphER-GCS | 11.4 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Multilingual-E5-large+BM25 | 10.7 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Multilingual-E5-large+BM25 + GraphER-PPR | 7.2 | Not recorded | 69c60eed0636e5bf4afc83e0 |

### Llama-Embed-Nemotron-8B+BM25 + GraphER-GAT

Precision@5: 54.4. Result ID: 69c6b4ab47f34ce924b11b9b.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

Recorded evaluation configuration: {"Retriever":"Llama-Embed-Nemotron-8B+BM25 + GraphER-GAT"}. This record does not assert independent reproduction.

### Llama-Embed-Nemotron-8B+BM25 + GraphER-PPR

Precision@5: 53.3. Result ID: 69c6b4ab47f34ce924b11b99.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

Recorded evaluation configuration: {"Retriever":"Llama-Embed-Nemotron-8B+BM25 + GraphER-PPR"}. This record does not assert independent reproduction.

### Llama-Embed-Nemotron-8B+BM25 + GraphER-GCS

Precision@5: 52.3. Result ID: 69c6b4ab47f34ce924b11b9a.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

Recorded evaluation configuration: {"Retriever":"Llama-Embed-Nemotron-8B+BM25 + GraphER-GCS"}. This record does not assert independent reproduction.

### Llama-Embed-Nemotron-8B+BM25

Precision@5: 50.9. Result ID: 69c6b4ab47f34ce924b11b98.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6912c3262828b7cc6937de1c.md>)

Recorded evaluation configuration: {"Retriever":"Llama-Embed-Nemotron-8B+BM25"}. This record does not assert independent reproduction.

### Multilingual-E5-large+BM25 + GraphER-GCS

Precision@5: 11.4. Result ID: 69c6b4ab47f34ce924b11b9e.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

Recorded evaluation configuration: {"Retriever":"Multilingual-E5-large+BM25 + GraphER-GCS"}. This record does not assert independent reproduction.

### Multilingual-E5-large+BM25

Precision@5: 10.7. Result ID: 69c6b4ab47f34ce924b11b9c.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Retriever":"Multilingual-E5-large+BM25"}. This record does not assert independent reproduction.

### Multilingual-E5-large+BM25 + GraphER-PPR

Precision@5: 7.2. Result ID: 69c6b4ab47f34ce924b11b9d.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e0.md>)

Recorded evaluation configuration: {"Retriever":"Multilingual-E5-large+BM25 + GraphER-PPR"}. This record does not assert independent reproduction.

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