# Text Ranking on MS MARCO In-domain suite (TREC DL19, TREC DL20) v1 (dev test) Source: [Text Ranking on MS MARCO In-domain suite (TREC DL19, TREC DL20) v1 (dev test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:07.248Z Evaluation of Text Ranking performance across the MS MARCO In-domain suite, including TREC DL19 and DL20 datasets (v1 dev test split), comparing sparse (BM25) and dense (BGE) retrieval methods 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 | Text Ranking | | Dataset (including any stated split) | MS MARCO In-domain suite (TREC DL19, TREC DL20) v1 (dev test) | | Metric | NDCG@10 (Sparse, BM25, MS MARCO) | | Unit | SCALAR | | 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 (Sparse, BM25, MS MARCO)](): Higher is better; unit: SCALAR. - [NDCG@10 (Sparse, BM25, DL19)](): Higher is better; unit: SCALAR. - [NDCG@10 (Sparse, BM25, DL20)](): Higher is better; unit: SCALAR. - [NDCG@10 (Dense, BGE, MS MARCO)](): Higher is better; unit: SCALAR. - [NDCG@10 (Dense, BGE, DL19)](): Higher is better; unit: SCALAR. - [NDCG@10 (Dense, BGE, DL20)](): Higher is better; unit: SCALAR. - [Average NDCG@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | NDCG@10 (Sparse, BM25, MS MARCO) | Result date | Report paper | | --- | --- | --- | --- | | TSARankLLM | 0.48 | Not recorded | 68fa73651e209131cea5c2ea | | RankLLaMA | 0.469 | Not recorded | 68fa73651e209131cea5c2ea | | TSARankLLM | 0.466 | Not recorded | 68fa73651e209131cea5c2ea | | TSARankLLM | 0.466 | Not recorded | 68fa73651e209131cea5c2ea | | TSARankLLM | 0.46 | Not recorded | 68fa73651e209131cea5c2ea | | TSARankLLM | 0.451 | Not recorded | 68fa73651e209131cea5c2ea | | MonoT5 | 0.449 | Not recorded | 68fa73651e209131cea5c2ea | | TSARankLLM | 0.445 | Not recorded | 68fa73651e209131cea5c2ea | | MonoBERT | 0.44 | Not recorded | 68fa73651e209131cea5c2ea | | TSARankLLM | 0.44 | Not recorded | 68fa73651e209131cea5c2ea | | MonoT5 | 0.436 | Not recorded | 68fa73651e209131cea5c2ea | | MonoT5 | 0.434 | Not recorded | 68fa73651e209131cea5c2ea | | Retrieval | 0.228 | Not recorded | 68fa73651e209131cea5c2ea | ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.48. Result ID: 6992d8ba3a6c31484911e655. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen","Size":"7B"}. This record does not assert independent reproduction. ### RankLLaMA NDCG@10 (Sparse, BM25, MS MARCO): 0.469. Result ID: 6992d8ba3a6c31484911e64e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LLAMA","Size":"7B"}. This record does not assert independent reproduction. ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.466. Result ID: 6992d8ba3a6c31484911e653. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"LLAMA","Size":"7B"}. This record does not assert independent reproduction. ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.466. Result ID: 6992d8ba3a6c31484911e654. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Baichuan","Size":"7B"}. This record does not assert independent reproduction. ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.46. Result ID: 6992d8ba3a6c31484911e652. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"BLOOM","Size":"7B"}. This record does not assert independent reproduction. ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.451. Result ID: 6992d8ba3a6c31484911e651. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"BLOOM","Size":"3B"}. This record does not assert independent reproduction. ### MonoT5 NDCG@10 (Sparse, BM25, MS MARCO): 0.449. Result ID: 6992d8ba3a6c31484911e64d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"T5","Size":"3B"}. This record does not assert independent reproduction. ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.445. Result ID: 6992d8ba3a6c31484911e650. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"BLOOM","Size":"1B"}. This record does not assert independent reproduction. ### MonoBERT NDCG@10 (Sparse, BM25, MS MARCO): 0.44. Result ID: 6992d8ba3a6c31484911e64a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"BERT","Size":"340M"}. This record does not assert independent reproduction. ### TSARankLLM NDCG@10 (Sparse, BM25, MS MARCO): 0.44. Result ID: 6992d8ba3a6c31484911e64f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"BLOOM","Size":"560M"}. This record does not assert independent reproduction. ### MonoT5 NDCG@10 (Sparse, BM25, MS MARCO): 0.436. Result ID: 6992d8ba3a6c31484911e64b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"T5","Size":"220M"}. This record does not assert independent reproduction. ### MonoT5 NDCG@10 (Sparse, BM25, MS MARCO): 0.434. Result ID: 6992d8ba3a6c31484911e64c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"T5","Size":"770M"}. This record does not assert independent reproduction. ### Retrieval NDCG@10 (Sparse, BM25, MS MARCO): 0.228. Result ID: 6992d8ba3a6c31484911e649. [Reporting paper]() Recorded evaluation configuration: {"LLM":"NA","Size":"NA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.