# Text-to-Video Retrieval on Something-to-Something Template v2 Source: [Text-to-Video Retrieval on Something-to-Something Template v2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:27.151Z Evaluation of Text-to-Video Retrieval performance on the Something-to-Something Template v2 dataset, measured using Recall@K metrics (R@1, R@5, R@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-to-Video Retrieval | | Dataset (including any stated split) | Something-to-Something Template v2 | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [R@1](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [Avg Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | UMT-L | 90.8 | Not recorded | 68fa72711e209131cea5652b | | UMT-L | 90.8 | Not recorded | 68fa72711e209131cea5652b | | UMT-L | 90.2 | Not recorded | 68fa72711e209131cea5652b | | UMT-B | 87.9 | Not recorded | 68fa72711e209131cea5652b | | UMT-B | 87.3 | Not recorded | 68fa72711e209131cea5652b | | UMT-B | 86.8 | Not recorded | 68fa72711e209131cea5652b | | VINDLU | 86.2 | Not recorded | 68fa6f081e209131cea436e1 | | HiTeA | 85.6 | Not recorded | 68fa6e4b1e209131cea3f143 | | HiTeA | 85.6 | Not recorded | 68fa72711e209131cea5652b | | VINDLU | 83.3 | Not recorded | 68fa6f081e209131cea436e1 | | VINDLU | 83.3 | Not recorded | 68fa72711e209131cea5652b | | VINDLU | 82.2 | Not recorded | 68fa6f081e209131cea436e1 | | Singularity | 77.6 | Not recorded | 68fa6f081e209131cea436e1 | | Singularity | 77.6 | Not recorded | 68fa72711e209131cea5652b | | Clip4Clip | 77 | Not recorded | 68fa6e4b1e209131cea3f143 | | Singularity | 77 | Not recorded | 68fa6e4b1e209131cea3f143 | | CLIP4Clip | 77 | Not recorded | 68fa6f081e209131cea436e1 | | CLIP4Clip | 77 | Not recorded | 68fa72711e209131cea5652b | | Frozen | 52.9 | Not recorded | 68fa6e4b1e209131cea3f143 | ### UMT-L R@1: 90.8. Result ID: 69921fdd3a6c3148490cbe1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"17M"}. This record does not assert independent reproduction. ### UMT-L R@1: 90.8. Result ID: 69921fdd3a6c3148490cbe1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"25M"}. This record does not assert independent reproduction. ### UMT-L R@1: 90.2. Result ID: 69921fdd3a6c3148490cbe1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"5M"}. This record does not assert independent reproduction. ### UMT-B R@1: 87.9. Result ID: 69921fdd3a6c3148490cbe1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"25M"}. This record does not assert independent reproduction. ### UMT-B R@1: 87.3. Result ID: 69921fdd3a6c3148490cbe1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"5M"}. This record does not assert independent reproduction. ### UMT-B R@1: 86.8. Result ID: 69921fdd3a6c3148490cbe1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"17M"}. This record does not assert independent reproduction. ### VINDLU R@1: 86.2. Result ID: 69907d843a6c31484900ee3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining Data":"17M"}. This record does not assert independent reproduction. ### HiTeA R@1: 85.6. Result ID: 69900d483a6c314849fdc3ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# PT Data":"5M"}. This record does not assert independent reproduction. ### HiTeA R@1: 85.6. Result ID: 69921fdd3a6c3148490cbe19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Pairs":"5M"}. This record does not assert independent reproduction. ### VINDLU R@1: 83.3. Result ID: 69907d843a6c31484900ee3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining Data":"25M"}. This record does not assert independent reproduction. ### VINDLU R@1: 83.3. Result ID: 69921fdd3a6c3148490cbe18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"25M"}. This record does not assert independent reproduction. ### VINDLU R@1: 82.2. Result ID: 69907d843a6c31484900ee3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining Data":"5M"}. This record does not assert independent reproduction. ### Singularity R@1: 77.6. Result ID: 69907d843a6c31484900ee3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining Data":"17M"}. This record does not assert independent reproduction. ### Singularity R@1: 77.6. Result ID: 69921fdd3a6c3148490cbe17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Pairs":"17M"}. This record does not assert independent reproduction. ### Clip4Clip R@1: 77. Result ID: 69900d483a6c314849fdc3ed. [Reporting paper]() Recorded evaluation configuration: {"# PT Data":"400M"}. This record does not assert independent reproduction. ### Singularity R@1: 77. Result ID: 69900d483a6c314849fdc3ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# PT Data":"5M"}. This record does not assert independent reproduction. ### CLIP4Clip R@1: 77. Result ID: 69907d843a6c31484900ee3b. [Reporting paper]() Recorded evaluation configuration: {"Pretraining Data":"400M"}. This record does not assert independent reproduction. ### CLIP4Clip R@1: 77. Result ID: 69921fdd3a6c3148490cbe16. [Reporting paper]() Recorded evaluation configuration: {"#Pairs":"400M"}. This record does not assert independent reproduction. ### Frozen R@1: 52.9. Result ID: 69900d483a6c314849fdc3ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# PT Data":"5M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.