# Recommendation on Amazon Review Sports (test) Source: [Recommendation on Amazon Review Sports (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:01.482Z Evaluation of general Recommendation performance on the test split of the Amazon Review Sports dataset, measured using the Area Under the Curve (AUC) metric. 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 | Recommendation | | Dataset (including any stated split) | Amazon Review Sports (test) | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | S-LLMR | 82.4 | Not recorded | 69520aee53fdd5c36173d52f | | LLM-CF | 81.96 | Not recorded | 69520aee53fdd5c36173d52f | | S-LLMR | 81.9 | Not recorded | 69520aee53fdd5c36173d52f | | S-LLMR | 81.76 | Not recorded | 69520aee53fdd5c36173d52f | | KD | 81.69 | Not recorded | 69520aee53fdd5c36173d52f | | KAR | 81.61 | Not recorded | 69520aee53fdd5c36173d52f | | S-LLMR | 81.61 | Not recorded | 69520aee53fdd5c36173d52f | | xDeepFM | 81.58 | Not recorded | 69520aee53fdd5c36173d52f | | S-LLMR | 81.5 | Not recorded | 69520aee53fdd5c36173d52f | | LLM-CF | 81.37 | Not recorded | 69520aee53fdd5c36173d52f | | LLM-CF | 81.31 | Not recorded | 69520aee53fdd5c36173d52f | | KD | 81.12 | Not recorded | 69520aee53fdd5c36173d52f | | DCNv2 | 81.1 | Not recorded | 69520aee53fdd5c36173d52f | | S-LLMR | 81 | Not recorded | 69520aee53fdd5c36173d52f | | LLM-CF | 80.92 | Not recorded | 69520aee53fdd5c36173d52f | | LLM-CF | 80.89 | Not recorded | 69520aee53fdd5c36173d52f | | LLM-CF | 80.88 | Not recorded | 69520aee53fdd5c36173d52f | | KAR | 80.87 | Not recorded | 69520aee53fdd5c36173d52f | | KD | 80.43 | Not recorded | 69520aee53fdd5c36173d52f | | KD | 80.4 | Not recorded | 69520aee53fdd5c36173d52f | | KAR | 80.39 | Not recorded | 69520aee53fdd5c36173d52f | | KAR | 80.24 | Not recorded | 69520aee53fdd5c36173d52f | | DCNv1 | 80.23 | Not recorded | 69520aee53fdd5c36173d52f | | KD | 80.23 | Not recorded | 69520aee53fdd5c36173d52f | | KD | 80.12 | Not recorded | 69520aee53fdd5c36173d52f | | AutoInt | 80.03 | Not recorded | 69520aee53fdd5c36173d52f | | KAR | 79.91 | Not recorded | 69520aee53fdd5c36173d52f | | DeepFM | 79.9 | Not recorded | 69520aee53fdd5c36173d52f | | DIN | 79.86 | Not recorded | 69520aee53fdd5c36173d52f | | KAR | 79.71 | Not recorded | 69520aee53fdd5c36173d52f | ### S-LLMR AUC: 82.4. Result ID: 6998b4f95698665ec417e2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"xDeepFM"}. This record does not assert independent reproduction. ### LLM-CF AUC: 81.96. Result ID: 6998b4f95698665ec417e2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"xDeepFM"}. This record does not assert independent reproduction. ### S-LLMR AUC: 81.9. Result ID: 6998b4f95698665ec417e2d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv1"}. This record does not assert independent reproduction. ### S-LLMR AUC: 81.76. Result ID: 6998b4f95698665ec417e2c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepFM"}. This record does not assert independent reproduction. ### KD AUC: 81.69. Result ID: 6998b4f95698665ec417e2c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"xDeepFM"}. This record does not assert independent reproduction. ### KAR AUC: 81.61. Result ID: 6998b4f95698665ec417e2c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"xDeepFM"}. This record does not assert independent reproduction. ### S-LLMR AUC: 81.61. Result ID: 6998b4f95698665ec417e2cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AutoInt"}. This record does not assert independent reproduction. ### xDeepFM AUC: 81.58. Result ID: 6998b4f95698665ec417e2c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Framework":"None"}. This record does not assert independent reproduction. ### S-LLMR AUC: 81.5. Result ID: 6998b4f95698665ec417e2d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv2"}. This record does not assert independent reproduction. ### LLM-CF AUC: 81.37. Result ID: 6998b4f95698665ec417e2c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepFM"}. This record does not assert independent reproduction. ### LLM-CF AUC: 81.31. Result ID: 6998b4f95698665ec417e2d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv2"}. This record does not assert independent reproduction. ### KD AUC: 81.12. Result ID: 6998b4f95698665ec417e2d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv2"}. This record does not assert independent reproduction. ### DCNv2 AUC: 81.1. Result ID: 6998b4f95698665ec417e2d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"None"}. This record does not assert independent reproduction. ### S-LLMR AUC: 81. Result ID: 6998b4f95698665ec417e2db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DIN"}. This record does not assert independent reproduction. ### LLM-CF AUC: 80.92. Result ID: 6998b4f95698665ec417e2d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv1"}. This record does not assert independent reproduction. ### LLM-CF AUC: 80.89. Result ID: 6998b4f95698665ec417e2da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DIN"}. This record does not assert independent reproduction. ### LLM-CF AUC: 80.88. Result ID: 6998b4f95698665ec417e2cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AutoInt"}. This record does not assert independent reproduction. ### KAR AUC: 80.87. Result ID: 6998b4f95698665ec417e2d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv2"}. This record does not assert independent reproduction. ### KD AUC: 80.43. Result ID: 6998b4f95698665ec417e2bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepFM"}. This record does not assert independent reproduction. ### KD AUC: 80.4. Result ID: 6998b4f95698665ec417e2ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv1"}. This record does not assert independent reproduction. ### KAR AUC: 80.39. Result ID: 6998b4f95698665ec417e2ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AutoInt"}. This record does not assert independent reproduction. ### KAR AUC: 80.24. Result ID: 6998b4f95698665ec417e2cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DCNv1"}. This record does not assert independent reproduction. ### DCNv1 AUC: 80.23. Result ID: 6998b4f95698665ec417e2cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"None"}. This record does not assert independent reproduction. ### KD AUC: 80.23. Result ID: 6998b4f95698665ec417e2d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DIN"}. This record does not assert independent reproduction. ### KD AUC: 80.12. Result ID: 6998b4f95698665ec417e2c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AutoInt"}. This record does not assert independent reproduction. ### AutoInt AUC: 80.03. Result ID: 6998b4f95698665ec417e2c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Framework":"None"}. This record does not assert independent reproduction. ### KAR AUC: 79.91. Result ID: 6998b4f95698665ec417e2c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepFM"}. This record does not assert independent reproduction. ### DeepFM AUC: 79.9. Result ID: 6998b4f95698665ec417e2be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"None"}. This record does not assert independent reproduction. ### DIN AUC: 79.86. Result ID: 6998b4f95698665ec417e2d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Framework":"None"}. This record does not assert independent reproduction. ### KAR AUC: 79.71. Result ID: 6998b4f95698665ec417e2d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DIN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.