# Table Retrieval on Spider 1 (dev) Source: [Table Retrieval on Spider 1 (dev)]() Collection index: [llms.txt]() Data updated: 2026-03-27T16:49:04.428Z Evaluation of the model's ability to retrieve the correct database schema or relevant tables required to answer a natural language question, tested on the development split of Spider 1. 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 (dev) | | Metric | PR@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 - [PR@5](): Higher is better; unit: PERCENT. - [PR@5 (Entire Query Set)](): Higher is better; unit: PERCENT. - [PR@10](): Higher is better; unit: PERCENT. - [PR@10 (Entire Query Set)](): Higher is better; unit: PERCENT. ## Recorded results | Method | PR@5 | Result date | Report paper | | --- | --- | --- | --- | | GraphER-PPR | 85.2 | Not recorded | 69c60eed0636e5bf4afc83e0 | | GraphER-GCS | 80.4 | Not recorded | 69c60eed0636e5bf4afc83e0 | | GraphER-GAT | 80.2 | Not recorded | 69c60eed0636e5bf4afc83e0 | | Cohere-Embed-V4+BM25 | 75.9 | Not recorded | 69c60eed0636e5bf4afc83e0 | | GraphER-GAT | 49.7 | Not recorded | 69c60eed0636e5bf4afc83e0 | | GraphER-GCS | 47.6 | Not recorded | 69c60eed0636e5bf4afc83e0 | | GraphER-PPR | 44.7 | Not recorded | 69c60eed0636e5bf4afc83e0 | | Llama-Embed-Nemotron-8B+BM25 | 37.3 | Not recorded | 69c60eed0636e5bf4afc83e0 | ### GraphER-PPR PR@5: 85.2. Result ID: 69c6b4ab47f34ce924b11b76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction. ### GraphER-GCS PR@5: 80.4. Result ID: 69c6b4ab47f34ce924b11b77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction. ### GraphER-GAT PR@5: 80.2. Result ID: 69c6b4ab47f34ce924b11b78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction. ### Cohere-Embed-V4+BM25 PR@5: 75.9. Result ID: 69c6b4ab47f34ce924b11b75. [Reporting paper]() Recorded evaluation configuration: {"Base Retriever":"Cohere-Embed-V4+BM25"}. This record does not assert independent reproduction. ### GraphER-GAT PR@5: 49.7. Result ID: 69c6b4ab47f34ce924b11b74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Llama-Embed-Nemotron-8B+BM25"}. This record does not assert independent reproduction. ### GraphER-GCS PR@5: 47.6. Result ID: 69c6b4ab47f34ce924b11b73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Llama-Embed-Nemotron-8B+BM25"}. This record does not assert independent reproduction. ### GraphER-PPR PR@5: 44.7. Result ID: 69c6b4ab47f34ce924b11b72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Llama-Embed-Nemotron-8B+BM25"}. This record does not assert independent reproduction. ### Llama-Embed-Nemotron-8B+BM25 PR@5: 37.3. Result ID: 69c6b4ab47f34ce924b11b71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Retriever":"Llama-Embed-Nemotron-8B+BM25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.