# Document Reranking on TREC DL (DL19 and DL20) Source: [Document Reranking on TREC DL (DL19 and DL20)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:07.234Z Evaluation of Document Reranking performance across the TREC DL 2019 and TREC DL 2020 tracks, measured using 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 | Document Reranking | | Dataset (including any stated split) | TREC DL | | Metric | NDCG@10 (DL19) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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@10 (DL19)](): Higher is better; unit: PERCENT. - [NDCG@10 (DL20)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 (DL19) | Result date | Report paper | | --- | --- | --- | --- | | Llama-3.1-8B Listwise | 74.79 | Not recorded | 6992a4b39ebc499c97406d75 | | Qwen3-8B Pointwise | 73.51 | Not recorded | 6992a4b39ebc499c97406d75 | | DiffuRank Perm-Assign | 73.44 | Not recorded | 6992a4b39ebc499c97406d75 | | RankZephyr-7B Listwise | 73.39 | Not recorded | 6992a4b39ebc499c97406d75 | | Qwen3-8B Listwise | 73.15 | Not recorded | 6992a4b39ebc499c97406d75 | | DiffuRank Pointwise | 73.06 | Not recorded | 6992a4b39ebc499c97406d75 | | DiffuRank Logits-List | 72.95 | Not recorded | 6992a4b39ebc499c97406d75 | | DiffuRank Perm-Samp | 72.92 | Not recorded | 6992a4b39ebc499c97406d75 | | Llama-3.1-8B Pointwise | 72.55 | Not recorded | 6992a4b39ebc499c97406d75 | | monoT5 (220M) | 71.8 | Not recorded | 6992a4b39ebc499c97406d75 | | monoBERT (340M) | 70.5 | Not recorded | 6992a4b39ebc499c97406d75 | | LLaDA-1.5-8B Listwise | 69.22 | Not recorded | 6992a4b39ebc499c97406d75 | | BM25 | 50.58 | Not recorded | 6992a4b39ebc499c97406d75 | ### Llama-3.1-8B Listwise NDCG@10 (DL19): 74.79. Result ID: 699a57de5698665ec4df8987. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"Llama-3.1-8B","Reranking Strategy":"Listwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### Qwen3-8B Pointwise NDCG@10 (DL19): 73.51. Result ID: 699a57de5698665ec4df8988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"Qwen3-8B","Reranking Strategy":"Pointwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### DiffuRank Perm-Assign NDCG@10 (DL19): 73.44. Result ID: 699a57de5698665ec4df898e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"LLaDA-1.5-8B","Reranking Strategy":"Perm-Assign","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### RankZephyr-7B Listwise NDCG@10 (DL19): 73.39. Result ID: 699a57de5698665ec4df8985. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"Zephyr-7B","Reranking Strategy":"Listwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### Qwen3-8B Listwise NDCG@10 (DL19): 73.15. Result ID: 699a57de5698665ec4df8989. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"Qwen3-8B","Reranking Strategy":"Listwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### DiffuRank Pointwise NDCG@10 (DL19): 73.06. Result ID: 699a57de5698665ec4df898b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"LLaDA-1.5-8B","Reranking Strategy":"Pointwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### DiffuRank Logits-List NDCG@10 (DL19): 72.95. Result ID: 699a57de5698665ec4df898c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"LLaDA-1.5-8B","Reranking Strategy":"Logits-List","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### DiffuRank Perm-Samp NDCG@10 (DL19): 72.92. Result ID: 699a57de5698665ec4df898d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"LLaDA-1.5-8B","Reranking Strategy":"Perm-Samp","Sampling Steps (K)":4,"Reranking depth":"top 100"}. This record does not assert independent reproduction. ### Llama-3.1-8B Pointwise NDCG@10 (DL19): 72.55. Result ID: 699a57de5698665ec4df8986. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"Llama-3.1-8B","Reranking Strategy":"Pointwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### monoT5 (220M) NDCG@10 (DL19): 71.8. Result ID: 699a57de5698665ec4df8984. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"T5","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### monoBERT (340M) NDCG@10 (DL19): 70.5. Result ID: 699a57de5698665ec4df8983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"BERT","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### LLaDA-1.5-8B Listwise NDCG@10 (DL19): 69.22. Result ID: 699a57de5698665ec4df898a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning dataset":"MS MARCO","Backbone":"LLaDA-1.5-8B","Reranking Strategy":"Listwise","Reranking depth":"top 100"}. This record does not assert independent reproduction. ### BM25 NDCG@10 (DL19): 50.58. Result ID: 699a57de5698665ec4df8982. [Reporting paper]() Recorded evaluation configuration: {"Type":"Unsupervised / Initial Retrieval"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.