# Table Retrieval on Spider 1 (test)

Source: [Table Retrieval on Spider 1 (test)](<https://www.sota2.com/research/sota/table-retrieval-on-spider-1-test>)

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

Data updated: 2026-03-27T16:49:04.466Z

Evaluation of the model's ability to retrieve relevant tables required to answer a natural language question, tested on the test split of the Spider 1 dataset.

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 | Table Retrieval |
| Dataset (including any stated split) | Spider 1 (test) |
| Metric | Precision@5 |
| 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

- [Precision@5](<https://www.sota2.com/research/sota/table-retrieval-on-spider-1-test.md?metric=Precision%405>): Higher is better; unit: PERCENT.

- [Precision@5 (Entire Query Set)](<https://www.sota2.com/research/sota/table-retrieval-on-spider-1-test.md?metric=Precision%405%20(Entire%20Query%20Set)>): Higher is better; unit: PERCENT.

- [Precision@10](<https://www.sota2.com/research/sota/table-retrieval-on-spider-1-test.md?metric=Precision%4010>): Higher is better; unit: PERCENT.

- [Precision@10 (Entire Query Set)](<https://www.sota2.com/research/sota/table-retrieval-on-spider-1-test.md?metric=Precision%4010%20(Entire%20Query%20Set)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision@5 | Result date | Report paper |
| --- | --- | --- | --- |
| GraphER-GAT | 65.7 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-PPR | 63.7 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-GCS | 63 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Cohere-Embed-V4+BM25 | 50.4 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-GAT | 40.9 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-GCS | 29.2 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-PPR | 26.9 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Llama-Embed-Nemotron-8B+BM25 | 22.2 | Not recorded | 69c60eed0636e5bf4afc83e0 |

### GraphER-GAT

Precision@5: 65.7. Result ID: 69c6b4ab47f34ce924b11b80.

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

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

Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction.

### GraphER-PPR

Precision@5: 63.7. Result ID: 69c6b4ab47f34ce924b11b7e.

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

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

Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction.

### GraphER-GCS

Precision@5: 63. Result ID: 69c6b4ab47f34ce924b11b7f.

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

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

Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction.

### Cohere-Embed-V4+BM25

Precision@5: 50.4. Result ID: 69c6b4ab47f34ce924b11b7d.

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

Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction.

### GraphER-GAT

Precision@5: 40.9. Result ID: 69c6b4ab47f34ce924b11b7c.

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

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

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

### GraphER-GCS

Precision@5: 29.2. Result ID: 69c6b4ab47f34ce924b11b7b.

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

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

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

### GraphER-PPR

Precision@5: 26.9. Result ID: 69c6b4ab47f34ce924b11b7a.

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

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

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

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

Precision@5: 22.2. Result ID: 69c6b4ab47f34ce924b11b79.

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

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

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

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