# Information Retrieval on MS MARCO DL2019 Source: [Information Retrieval on MS MARCO DL2019]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:08.631Z Evaluation of Information Retrieval performance on the MS MARCO DL2019 dataset, focusing on metrics such as 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 | Information Retrieval | | Dataset (including any stated split) | MS MARCO DL2019 | | Metric | nDCG@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | nDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | ColBERTv2 | 74.6 | Not recorded | 68fa6e8b1e209131cea40778 | | DRAGON+ | 74.4 | Not recorded | 68fa6e8b1e209131cea40778 | | SPLADE++ | 74.3 | Not recorded | 68fa6e8b1e209131cea40778 | | COCO-DR | 74.1 | Not recorded | 68fa6e8b1e209131cea40778 | | DRAGON | 74.1 | Not recorded | 68fa6e8b1e209131cea40778 | | DRAGON-Q | 74 | Not recorded | 68fa6e8b1e209131cea40778 | | DRAGON-S | 73.6 | Not recorded | 68fa6e8b1e209131cea40778 | | CL-DRD | 72.5 | Not recorded | 68fa6e8b1e209131cea40778 | | coCondenser | 71.5 | Not recorded | 68fa6e8b1e209131cea40778 | | COT-MAE | 70 | Not recorded | 68fa6e8b1e209131cea40778 | | RetroMAE | 68.8 | Not recorded | 68fa6e8b1e209131cea40778 | | Contriever | 67.8 | Not recorded | 68fa6e8b1e209131cea40778 | | DupMAE | 66.7 | Not recorded | 68fa6f321e209131cea445be | | COIL | 63.6 | Not recorded | 68fa6f321e209131cea445be | | ANCE | 62.8 | Not recorded | 68fa6f321e209131cea445be | | Adore | 62.8 | Not recorded | 68fa6f321e209131cea445be | | COSTA | 62.6 | Not recorded | 68fa6f321e209131cea445be | | ANCE | 61.5 | Not recorded | 68fa6f321e209131cea445be | | ICT | 60.5 | Not recorded | 68fa6f321e209131cea445be | | STAR | 60.5 | Not recorded | 68fa6f321e209131cea445be | | SEED | 60.5 | Not recorded | 68fa6f321e209131cea445be | | B-PROP | 60.1 | Not recorded | 68fa6f321e209131cea445be | | PROP | 59.6 | Not recorded | 68fa6f321e209131cea445be | | BERT | 59.4 | Not recorded | 68fa6f321e209131cea445be | | RetroMAE | 59.3 | Not recorded | 68fa6f321e209131cea445be | | BM25 | 51.9 | Not recorded | 68fa6f321e209131cea445be | ### ColBERTv2 nDCG@10: 74.6. Result ID: 699027853a6c314849fe7e7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"mul-vec"}. This record does not assert independent reproduction. ### DRAGON+ nDCG@10: 74.4. Result ID: 699027853a6c314849fe7e89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### SPLADE++ nDCG@10: 74.3. Result ID: 699027853a6c314849fe7e7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rep type":"sparse"}. This record does not assert independent reproduction. ### COCO-DR nDCG@10: 74.1. Result ID: 699027853a6c314849fe7e85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### DRAGON nDCG@10: 74.1. Result ID: 699027853a6c314849fe7e88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### DRAGON-Q nDCG@10: 74. Result ID: 699027853a6c314849fe7e87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### DRAGON-S nDCG@10: 73.6. Result ID: 699027853a6c314849fe7e86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### CL-DRD nDCG@10: 72.5. Result ID: 699027853a6c314849fe7e80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### coCondenser nDCG@10: 71.5. Result ID: 699027853a6c314849fe7e83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### COT-MAE nDCG@10: 70. Result ID: 699027853a6c314849fe7e81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### RetroMAE nDCG@10: 68.8. Result ID: 699027853a6c314849fe7e82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### Contriever nDCG@10: 67.8. Result ID: 699027853a6c314849fe7e84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Rep type":"dense"}. This record does not assert independent reproduction. ### DupMAE nDCG@10: 66.7. Result ID: 6990af743a6c314849026f90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training stage":"stage 2"}. This record does not assert independent reproduction. ### COIL nDCG@10: 63.6. Result ID: 6990af743a6c314849026f88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANCE nDCG@10: 62.8. Result ID: 6990af743a6c314849026f8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ranking strategy":"max-p"}. This record does not assert independent reproduction. ### Adore nDCG@10: 62.8. Result ID: 6990af743a6c314849026f8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COSTA nDCG@10: 62.6. Result ID: 6990af743a6c314849026f8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANCE nDCG@10: 61.5. Result ID: 6990af743a6c314849026f89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ranking strategy":"first-p"}. This record does not assert independent reproduction. ### ICT nDCG@10: 60.5. Result ID: 6990af743a6c314849026f85. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STAR nDCG@10: 60.5. Result ID: 6990af743a6c314849026f8b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEED nDCG@10: 60.5. Result ID: 6990af743a6c314849026f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-PROP nDCG@10: 60.1. Result ID: 6990af743a6c314849026f87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PROP nDCG@10: 59.6. Result ID: 6990af743a6c314849026f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT nDCG@10: 59.4. Result ID: 6990af743a6c314849026f84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RetroMAE nDCG@10: 59.3. Result ID: 6990af743a6c314849026f8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training stage":"stage 2"}. This record does not assert independent reproduction. ### BM25 nDCG@10: 51.9. Result ID: 6990af743a6c314849026f83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.