# Target Product Selection on Target Product Selection transfer to fine-tunes Source: [Target Product Selection on Target Product Selection transfer to fine-tunes]() Collection index: [llms.txt]() Data updated: 2026-04-10T08:52:19.210Z Evaluation of model performance on the Target Product Selection task, focusing on selection success rate and performance drop after transfer learning or fine-tuning. 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 | Target Product Selection | | Dataset (including any stated split) | Target Product Selection transfer to fine-tunes | | Metric | Selection Success Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Selection Success Rate](): Higher is better; unit: PERCENT. - [Performance Drop](): Lower is better; unit: SCALAR. ## Recorded results | Method | Selection Success Rate | Result date | Report paper | | --- | --- | --- | --- | | PRAC | 95.5 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 93.3 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 85.8 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 81.5 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 80.3 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 77.9 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 67 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 66.7 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 65.5 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 62.1 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 62 | Not recorded | 69d884287d0172140ec77a9a | | TO | 57 | Not recorded | 69d884287d0172140ec77a9a | | TO | 49.9 | Not recorded | 69d884287d0172140ec77a9a | | TO | 41.2 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 40.2 | Not recorded | 69d884287d0172140ec77a9a | | TO | 39.4 | Not recorded | 69d884287d0172140ec77a9a | | PRAC | 39.3 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 37.2 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 36.5 | Not recorded | 69d884287d0172140ec77a9a | | TO | 34 | Not recorded | 69d884287d0172140ec77a9a | | TO | 28.1 | Not recorded | 69d884287d0172140ec77a9a | | TO | 27.9 | Not recorded | 69d884287d0172140ec77a9a | | TO | 26.5 | Not recorded | 69d884287d0172140ec77a9a | | CE-t | 26.2 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 22.2 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 22 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 20.9 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 20.4 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 20.2 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 20 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 19.8 | Not recorded | 69d884287d0172140ec77a9a | | Clean | 19.7 | Not recorded | 69d884287d0172140ec77a9a | ### PRAC Selection Success Rate: 95.5. Result ID: 69d8ba3a47f34ce924c1b4a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 93.3. Result ID: 69d8ba3a47f34ce924c1b49e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 85.8. Result ID: 69d8ba3a47f34ce924c1b4aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 81.5. Result ID: 69d8ba3a47f34ce924c1b4a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 80.3. Result ID: 69d8ba3a47f34ce924c1b4b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 77.9. Result ID: 69d8ba3a47f34ce924c1b4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"Action"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 67. Result ID: 69d8ba3a47f34ce924c1b4a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 66.7. Result ID: 69d8ba3a47f34ce924c1b49f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 65.5. Result ID: 69d8ba3a47f34ce924c1b4b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 62.1. Result ID: 69d8ba3a47f34ce924c1b4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"Action"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 62. Result ID: 69d8ba3a47f34ce924c1b4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 57. Result ID: 69d8ba3a47f34ce924c1b4a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 49.9. Result ID: 69d8ba3a47f34ce924c1b4a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 41.2. Result ID: 69d8ba3a47f34ce924c1b4b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 40.2. Result ID: 69d8ba3a47f34ce924c1b4ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 39.4. Result ID: 69d8ba3a47f34ce924c1b4bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"Action"}. This record does not assert independent reproduction. ### PRAC Selection Success Rate: 39.3. Result ID: 69d8ba3a47f34ce924c1b4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"Action"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 37.2. Result ID: 69d8ba3a47f34ce924c1b4af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 36.5. Result ID: 69d8ba3a47f34ce924c1b4a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 34. Result ID: 69d8ba3a47f34ce924c1b4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 28.1. Result ID: 69d8ba3a47f34ce924c1b4a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 27.9. Result ID: 69d8ba3a47f34ce924c1b4ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### TO Selection Success Rate: 26.5. Result ID: 69d8ba3a47f34ce924c1b4b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"Action"}. This record does not assert independent reproduction. ### CE-t Selection Success Rate: 26.2. Result ID: 69d8ba3a47f34ce924c1b4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"Action"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 22.2. Result ID: 69d8ba3a47f34ce924c1b4b9. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"Action"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 22. Result ID: 69d8ba3a47f34ce924c1b4b5. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"GLM4.6V‡","Transfer Model":"GLM-4.6V-FDM","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 20.9. Result ID: 69d8ba3a47f34ce924c1b49d. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 20.4. Result ID: 69d8ba3a47f34ce924c1b4ad. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 20.2. Result ID: 69d8ba3a47f34ce924c1b4a9. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 20. Result ID: 69d8ba3a47f34ce924c1b4b1. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"Cosmos-Reason2","Agent Setting":"Action"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 19.8. Result ID: 69d8ba3a47f34ce924c1b4a1. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"PEARL","Agent Setting":"Action"}. This record does not assert independent reproduction. ### Clean Selection Success Rate: 19.7. Result ID: 69d8ba3a47f34ce924c1b4a5. [Reporting paper]() Recorded evaluation configuration: {"Optim Model":"Qwen3-VL","Transfer Model":"SEA-LION-VL","Agent Setting":"ReAct-S"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.