# Text-to-Video Retrieval on MSRVTT full (test val) Source: [Text-to-Video Retrieval on MSRVTT full (test val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:20.782Z Evaluation of Text-to-Video Retrieval performance on the combined test and validation splits of the MSRVTT dataset. 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-to-Video Retrieval | | Dataset (including any stated split) | MSRVTT full (test val) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [Recall@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | umt-l 17M | 43.6 | Not recorded | 68fa77911e209131cea73fde | | umt-L-17M | 43.6 | Not recorded | 68fa77911e209131cea73fde | | umt-l 25M | 42.3 | Not recorded | 68fa77911e209131cea73fde | | umt-L-25M | 42.3 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-FLT | 38.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-FLT | 38.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-200M | 38.2 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-200M | 38.2 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-200M | 38.1 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-200M | 38.1 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-10M-FLT | 37.9 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-10M-FLT | 37.9 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-DIV | 37.3 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-DIV | 37.3 | Not recorded | 68fa77911e209131cea73fde | | umt-b 17M | 35.6 | Not recorded | 68fa77911e209131cea73fde | | umt-B-17M | 35.6 | Not recorded | 68fa77911e209131cea73fde | | umt-b 25M | 35.3 | Not recorded | 68fa77911e209131cea73fde | | umt-B-25M | 35.3 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-17M | 34.9 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-25M | 34.9 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-17M | 34.9 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-25M | 34.9 | Not recorded | 68fa77911e209131cea73fde | | umt-l 5M | 34.8 | Not recorded | 68fa77911e209131cea73fde | | umt-L-5M | 34.8 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-5M | 33.3 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-5M | 33.3 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-50M | 32.4 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-50M | 32.4 | Not recorded | 68fa77911e209131cea73fde | | umt-b 5M | 30 | Not recorded | 68fa77911e209131cea73fde | | umt-B-5M | 30 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M | 26.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M | 26.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-WV10M | 26.5 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-WebVid10M | 26.5 | Not recorded | 68fa77911e209131cea73fde | ### umt-l 17M Recall@1: 43.6. Result ID: 699541ad3badfaffe62cf402. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"17M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-L-17M Recall@1: 43.6. Result ID: 699541ad3badfaffe62cf451. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-l 25M Recall@1: 42.3. Result ID: 699541ad3badfaffe62cf403. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"25M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-L-25M Recall@1: 42.3. Result ID: 699541ad3badfaffe62cf452. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-10M-FLT Recall@1: 38.7. Result ID: 699541ad3badfaffe62cf40c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"10M-FLT","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-10M-FLT Recall@1: 38.7. Result ID: 699541ad3badfaffe62cf45b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-200M Recall@1: 38.2. Result ID: 699541ad3badfaffe62cf40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"200M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-200M Recall@1: 38.2. Result ID: 699541ad3badfaffe62cf45d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-B-200M Recall@1: 38.1. Result ID: 699541ad3badfaffe62cf408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Base","Pretrain Data":"200M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-B-200M Recall@1: 38.1. Result ID: 699541ad3badfaffe62cf457. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-B-10M-FLT Recall@1: 37.9. Result ID: 699541ad3badfaffe62cf407. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Base","Pretrain Data":"10M-FLT","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-B-10M-FLT Recall@1: 37.9. Result ID: 699541ad3badfaffe62cf456. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-10M-DIV Recall@1: 37.3. Result ID: 699541ad3badfaffe62cf40b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"10M-DIV","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-10M-DIV Recall@1: 37.3. Result ID: 699541ad3badfaffe62cf45a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-b 17M Recall@1: 35.6. Result ID: 699541ad3badfaffe62cf3ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Base","Pretrain Data":"17M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-B-17M Recall@1: 35.6. Result ID: 699541ad3badfaffe62cf44e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-b 25M Recall@1: 35.3. Result ID: 699541ad3badfaffe62cf400. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Base","Pretrain Data":"25M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-B-25M Recall@1: 35.3. Result ID: 699541ad3badfaffe62cf44f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### videomamba-vm-17M Recall@1: 34.9. Result ID: 699541ad3badfaffe62cf405. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"VM","Pretrain Data":"17M","Zero-shot":true}. This record does not assert independent reproduction. ### videomamba-vm-25M Recall@1: 34.9. Result ID: 699541ad3badfaffe62cf406. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"VM","Pretrain Data":"25M","Zero-shot":true}. This record does not assert independent reproduction. ### videomamba-vm-17M Recall@1: 34.9. Result ID: 699541ad3badfaffe62cf454. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### videomamba-vm-25M Recall@1: 34.9. Result ID: 699541ad3badfaffe62cf455. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-l 5M Recall@1: 34.8. Result ID: 699541ad3badfaffe62cf401. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"5M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-L-5M Recall@1: 34.8. Result ID: 699541ad3badfaffe62cf450. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### videomamba-vm-5M Recall@1: 33.3. Result ID: 699541ad3badfaffe62cf404. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"VM","Pretrain Data":"5M","Zero-shot":true}. This record does not assert independent reproduction. ### videomamba-vm-5M Recall@1: 33.3. Result ID: 699541ad3badfaffe62cf453. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-50M Recall@1: 32.4. Result ID: 699541ad3badfaffe62cf40d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"50M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-50M Recall@1: 32.4. Result ID: 699541ad3badfaffe62cf45c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-b 5M Recall@1: 30. Result ID: 699541ad3badfaffe62cf3fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Base","Pretrain Data":"5M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-B-5M Recall@1: 30. Result ID: 699541ad3badfaffe62cf44d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-10M Recall@1: 26.7. Result ID: 699541ad3badfaffe62cf409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"10M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-10M Recall@1: 26.7. Result ID: 699541ad3badfaffe62cf458. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-WV10M Recall@1: 26.5. Result ID: 699541ad3badfaffe62cf40a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Large","Pretrain Data":"WV10M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-WebVid10M Recall@1: 26.5. Result ID: 699541ad3badfaffe62cf459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.