# Table Retrieval on Spider 1 (train)

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

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

Data updated: 2026-03-27T16:49:04.383Z

Evaluation of the model's ability to retrieve relevant tables required to answer a natural language question, tested on the training 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 (train) |
| Metric | Precision@5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-train.md?metric=Precision%405>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | Precision@5 | Result date | Report paper |
| --- | --- | --- | --- |
| GraphER-PPR | 55 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-GCS | 52.9 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Cohere-Embed-V4+BM25 | 46.6 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-PPR | 29.7 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| GraphER-GCS | 29.4 | Not recorded | 69c60eed0636e5bf4afc83e0 |
| Llama-Embed-Nemotron-8B+BM25 | 23.7 | Not recorded | 69c60eed0636e5bf4afc83e0 |

### GraphER-PPR

Precision@5: 55. Result ID: 69c6b4ab47f34ce924b11b6f.

[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: 52.9. Result ID: 69c6b4ab47f34ce924b11b70.

[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: 46.6. Result ID: 69c6b4ab47f34ce924b11b6e.

[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-PPR

Precision@5: 29.7. Result ID: 69c6b4ab47f34ce924b11b6c.

[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: 29.4. Result ID: 69c6b4ab47f34ce924b11b6d.

[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: 23.7. Result ID: 69c6b4ab47f34ce924b11b6b.

[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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