# Movie Tagging on LaMP-2 Personalized Movie Tagging 1.0 (test) Source: [Movie Tagging on LaMP-2 Personalized Movie Tagging 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:19:27.267Z Evaluation of Movie Tagging performance on the test split of the LaMP-2 Personalized Movie Tagging 1.0 dataset, measured using Accuracy and F1 score. 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 | Movie Tagging | | Dataset (including any stated split) | LaMP-2 Personalized Movie Tagging 1.0 (test) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TAP-PER | 69 | Not recorded | 6a2106fcc10484bac23f070b | | P2P | 68.3 | Not recorded | 6a2106fcc10484bac23f070b | | TAP-PER | 58 | Not recorded | 6a2106fcc10484bac23f070b | | PAG | 56.5 | Not recorded | 6a2106fcc10484bac23f070b | | PAG | 55 | Not recorded | 6a2106fcc10484bac23f070b | | TAP-PER | 54.5 | Not recorded | 6a2106fcc10484bac23f070b | | RAG | 53.9 | Not recorded | 6a2106fcc10484bac23f070b | | PER-PCS | 53.8 | Not recorded | 6a2106fcc10484bac23f070b | | RAG | 53.6 | Not recorded | 6a2106fcc10484bac23f070b | | PER-PCS | 53.4 | Not recorded | 6a2106fcc10484bac23f070b | | RAG | 52 | Not recorded | 6a2106fcc10484bac23f070b | | PER-PCS | 49.1 | Not recorded | 6a2106fcc10484bac23f070b | | OPPU | 46.8 | Not recorded | 6a2106fcc10484bac23f070b | | In-Prompt Augmentation | 46.6 | Not recorded | 68fa73701e209131cea5c7af | | OPPU | 46.4 | Not recorded | 6a2106fcc10484bac23f070b | | OPPU | 42.7 | Not recorded | 6a2106fcc10484bac23f070b | | In-Prompt Augmentation | 39.6 | Not recorded | 68fa73701e209131cea5c7af | | GPT-3.5 | 38.2 | Not recorded | 68fa73701e209131cea5c7af | | FlanT5-XXL | 36 | Not recorded | 68fa73701e209131cea5c7af | ### TAP-PER Accuracy: 69. Result ID: 6a216d34fbc373592c1e806f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+Pu"}. This record does not assert independent reproduction. ### P2P Accuracy: 68.3. Result ID: 6a216d34fbc373592c1e806c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"single"}. This record does not assert independent reproduction. ### TAP-PER Accuracy: 58. Result ID: 6a216d34fbc373592c1e806e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+Pq"}. This record does not assert independent reproduction. ### PAG Accuracy: 56.5. Result ID: 6a216d34fbc373592c1e8064. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"0"}. This record does not assert independent reproduction. ### PAG Accuracy: 55. Result ID: 6a216d34fbc373592c1e8065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"1"}. This record does not assert independent reproduction. ### TAP-PER Accuracy: 54.5. Result ID: 6a216d34fbc373592c1e806d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"base"}. This record does not assert independent reproduction. ### RAG Accuracy: 53.9. Result ID: 6a216d34fbc373592c1e8063. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"4"}. This record does not assert independent reproduction. ### PER-PCS Accuracy: 53.8. Result ID: 6a216d34fbc373592c1e806b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+pag"}. This record does not assert independent reproduction. ### RAG Accuracy: 53.6. Result ID: 6a216d34fbc373592c1e8062. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"2"}. This record does not assert independent reproduction. ### PER-PCS Accuracy: 53.4. Result ID: 6a216d34fbc373592c1e806a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+rag"}. This record does not assert independent reproduction. ### RAG Accuracy: 52. Result ID: 6a216d34fbc373592c1e8061. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"1"}. This record does not assert independent reproduction. ### PER-PCS Accuracy: 49.1. Result ID: 6a216d34fbc373592c1e8069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"base"}. This record does not assert independent reproduction. ### OPPU Accuracy: 46.8. Result ID: 6a216d34fbc373592c1e8067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+rag"}. This record does not assert independent reproduction. ### In-Prompt Augmentation Accuracy: 46.6. Result ID: 6992eb1d3a6c314849125a72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-3.5","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### OPPU Accuracy: 46.4. Result ID: 6a216d34fbc373592c1e8068. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+pag"}. This record does not assert independent reproduction. ### OPPU Accuracy: 42.7. Result ID: 6a216d34fbc373592c1e8066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"base"}. This record does not assert independent reproduction. ### In-Prompt Augmentation Accuracy: 39.6. Result ID: 6992eb1d3a6c314849125a71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FlanT5-XXL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### GPT-3.5 Accuracy: 38.2. Result ID: 6992eb1d3a6c314849125a70. [Reporting paper]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### FlanT5-XXL Accuracy: 36. Result ID: 6992eb1d3a6c314849125a6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.