# Product Rating on LaMP-3 1.0 (test) Source: [Product Rating on LaMP-3 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:19:27.368Z Evaluation of Product Rating performance on the test split of the LaMP-3 1.0 dataset, measured by MAE and RMSE. 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 | Product Rating | | Dataset (including any stated split) | LaMP-3 1.0 (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower 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 - [MAE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | TAP-PER | 0.195 | Not recorded | 6a2106fcc10484bac23f070b | | RAG | 0.196 | Not recorded | 6a2106fcc10484bac23f070b | | OPPU | 0.196 | Not recorded | 6a2106fcc10484bac23f070b | | RAG | 0.223 | Not recorded | 6a2106fcc10484bac23f070b | | RAG | 0.223 | Not recorded | 6a2106fcc10484bac23f070b | | OPPU | 0.223 | Not recorded | 6a2106fcc10484bac23f070b | | PAG | 0.241 | Not recorded | 6a2106fcc10484bac23f070b | | OPPU | 0.241 | Not recorded | 6a2106fcc10484bac23f070b | | PAG | 0.25 | Not recorded | 6a2106fcc10484bac23f070b | | PER-PCS | 0.259 | Not recorded | 6a2106fcc10484bac23f070b | | TAP-PER | 0.268 | Not recorded | 6a2106fcc10484bac23f070b | | P2P | 0.275 | Not recorded | 6a2106fcc10484bac23f070b | | PER-PCS | 0.277 | Not recorded | 6a2106fcc10484bac23f070b | | PER-PCS | 0.277 | Not recorded | 6a2106fcc10484bac23f070b | | TAP-PER | 0.295 | Not recorded | 6a2106fcc10484bac23f070b | | In-Prompt Augmentation | 0.299 | Not recorded | 68fa73701e209131cea5c7af | | FlanT5-XXL | 0.333 | Not recorded | 68fa73701e209131cea5c7af | | In-Prompt Augmentation | 0.603 | Not recorded | 68fa73701e209131cea5c7af | | GPT-3.5 | 0.677 | Not recorded | 68fa73701e209131cea5c7af | ### TAP-PER MAE: 0.195. Result ID: 6a216d34fbc373592c1e807e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+Pu"}. This record does not assert independent reproduction. ### RAG MAE: 0.196. Result ID: 6a216d34fbc373592c1e8072. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"4"}. This record does not assert independent reproduction. ### OPPU MAE: 0.196. Result ID: 6a216d34fbc373592c1e8076. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+rag"}. This record does not assert independent reproduction. ### RAG MAE: 0.223. Result ID: 6a216d34fbc373592c1e8070. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"1"}. This record does not assert independent reproduction. ### RAG MAE: 0.223. Result ID: 6a216d34fbc373592c1e8071. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"2"}. This record does not assert independent reproduction. ### OPPU MAE: 0.223. Result ID: 6a216d34fbc373592c1e8075. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"base"}. This record does not assert independent reproduction. ### PAG MAE: 0.241. Result ID: 6a216d34fbc373592c1e8073. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"0"}. This record does not assert independent reproduction. ### OPPU MAE: 0.241. Result ID: 6a216d34fbc373592c1e8077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+pag"}. This record does not assert independent reproduction. ### PAG MAE: 0.25. Result ID: 6a216d34fbc373592c1e8074. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","k":"1"}. This record does not assert independent reproduction. ### PER-PCS MAE: 0.259. Result ID: 6a216d34fbc373592c1e807a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+pag"}. This record does not assert independent reproduction. ### TAP-PER MAE: 0.268. Result ID: 6a216d34fbc373592c1e807d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+Pq"}. This record does not assert independent reproduction. ### P2P MAE: 0.275. Result ID: 6a216d34fbc373592c1e807b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"single"}. This record does not assert independent reproduction. ### PER-PCS MAE: 0.277. Result ID: 6a216d34fbc373592c1e8078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"base"}. This record does not assert independent reproduction. ### PER-PCS MAE: 0.277. Result ID: 6a216d34fbc373592c1e8079. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"+rag"}. This record does not assert independent reproduction. ### TAP-PER MAE: 0.295. Result ID: 6a216d34fbc373592c1e807c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B","variant":"base"}. This record does not assert independent reproduction. ### In-Prompt Augmentation MAE: 0.299. Result ID: 6992eb1d3a6c314849125a79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FlanT5-XXL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### FlanT5-XXL MAE: 0.333. Result ID: 6992eb1d3a6c314849125a77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### In-Prompt Augmentation MAE: 0.603. Result ID: 6992eb1d3a6c314849125a7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-3.5","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### GPT-3.5 MAE: 0.677. Result ID: 6992eb1d3a6c314849125a78. [Reporting paper]() 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.