# Ranking on GTI-NQ Source: [Ranking on GTI-NQ]() Collection index: [llms.txt]() Data updated: 2026-04-14T07:00:28.764Z Evaluation of model performance on the GTI-NQ dataset for Ranking tasks, measured using metrics such as NDCG@5 and NDCG@10. 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 | Ranking | | Dataset (including any stated split) | GTI-NQ | | Metric | NDCG@5 | | 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 - [NDCG@5](): Higher is better; unit: SCALAR. - [NDCG@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | NDCG@5 | Result date | Report paper | | --- | --- | --- | --- | | ITEM-Ar | 87.48 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-Ar | 85.99 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-ARs | 85.95 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-ARs | 84.54 | Not recorded | 68fa7aba1e209131cea84d8e | | RankGPT | 77.27 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-ARs | 76.38 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-Ar | 75.95 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-ARs | 75.46 | Not recorded | 68fa7aba1e209131cea84d8e | | ITEM-Ar | 74.36 | Not recorded | 68fa7aba1e209131cea84d8e | | RankGPT | 71.5 | Not recorded | 68fa7aba1e209131cea84d8e | | D | 29.46 | Not recorded | 68fa7aba1e209131cea84d8e | | D | 29.46 | Not recorded | 68fa7aba1e209131cea84d8e | ### ITEM-Ar NDCG@5: 87.48. Result ID: 69dde4c647f34ce924c4c861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"ChatGPT","Iterations":"3"}. This record does not assert independent reproduction. ### ITEM-Ar NDCG@5: 85.99. Result ID: 69dde4c647f34ce924c4c85d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"ChatGPT","Iterations":"1"}. This record does not assert independent reproduction. ### ITEM-ARs NDCG@5: 85.95. Result ID: 69dde4c647f34ce924c4c863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"ChatGPT","Iterations":"3"}. This record does not assert independent reproduction. ### ITEM-ARs NDCG@5: 84.54. Result ID: 69dde4c647f34ce924c4c85f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"ChatGPT","Iterations":"1"}. This record does not assert independent reproduction. ### RankGPT NDCG@5: 77.27. Result ID: 69dde4c647f34ce924c4c85b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"ChatGPT"}. This record does not assert independent reproduction. ### ITEM-ARs NDCG@5: 76.38. Result ID: 69dde4c647f34ce924c4c862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama 3","Iterations":"3"}. This record does not assert independent reproduction. ### ITEM-Ar NDCG@5: 75.95. Result ID: 69dde4c647f34ce924c4c860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama 3","Iterations":"3"}. This record does not assert independent reproduction. ### ITEM-ARs NDCG@5: 75.46. Result ID: 69dde4c647f34ce924c4c85e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama 3","Iterations":"1"}. This record does not assert independent reproduction. ### ITEM-Ar NDCG@5: 74.36. Result ID: 69dde4c647f34ce924c4c85c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama 3","Iterations":"1"}. This record does not assert independent reproduction. ### RankGPT NDCG@5: 71.5. Result ID: 69dde4c647f34ce924c4c85a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama 3"}. This record does not assert independent reproduction. ### D NDCG@5: 29.46. Result ID: 69dde4c647f34ce924c4c858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama 3"}. This record does not assert independent reproduction. ### D NDCG@5: 29.46. Result ID: 69dde4c647f34ce924c4c859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"ChatGPT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.