# Recommendation on Yelp (Ranking K=5, K=10) Source: [Recommendation on Yelp (Ranking K=5, K=10)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:30:34.403Z Evaluation of recommendation performance on the Yelp dataset using top-K ranking metrics (Recall and NDCG) evaluated specifically at K=5 and K=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 | Recommendation | | Dataset (including any stated split) | Yelp | | Metric | NDCG@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [NDCG@10](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. - [NDCG@5](): Higher is better; unit: PERCENT. - [Hit@5](): Higher is better; unit: PERCENT. - [Hit@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | LMMRec | 7.79 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | AutoGraph | 7.46 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | LMMRec | 7.37 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | ONCE | 7.32 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | UIST | 7.22 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | PolyCF | 7.16 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | ONCE | 7.12 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | AutoGraph | 6.95 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | UIST | 6.93 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | WeightedGCL | 6.91 | Not recorded | 6985758cc97a0b3e3b5d5c8f | | Adaptive | 3.52 | Not recorded | 69c0c8e30636e5bf4afc39f8 | | Fixed-weight | 3.51 | Not recorded | 69c0c8e30636e5bf4afc39f8 | | SASRec | 3.21 | Not recorded | 69c0c8e30636e5bf4afc39f8 | | TIGER | 2.57 | Not recorded | 69c0c8e30636e5bf4afc39f8 | | PESO | 2.48 | Not recorded | 6902f0dc3ef7ccd74e5e4061 | | Single Evolving LoRA | 2.39 | Not recorded | 6902f0dc3ef7ccd74e5e4061 | | SD-LoRA | 2.3 | Not recorded | 6902f0dc3ef7ccd74e5e4061 | | CoFiRec | 2.08 | Not recorded | 692d2156d6b0dd33429319ec | | IDGenRec | 1.95 | Not recorded | 692d2156d6b0dd33429319ec | | LightGCN | 1.93 | Not recorded | 692d2156d6b0dd33429319ec | | MF | 1.9 | Not recorded | 692d2156d6b0dd33429319ec | | CID | 1.81 | Not recorded | 692d2156d6b0dd33429319ec | | TIGER | 1.73 | Not recorded | 692d2156d6b0dd33429319ec | | SemID | 1.7 | Not recorded | 692d2156d6b0dd33429319ec | | Pretrain | 1.61 | Not recorded | 6902f0dc3ef7ccd74e5e4061 | | BERT4Rec | 1.59 | Not recorded | 692d2156d6b0dd33429319ec | | SASRec | 1.52 | Not recorded | 692d2156d6b0dd33429319ec | | LETTER | 1.47 | Not recorded | 692d2156d6b0dd33429319ec | | BigRec | 1.42 | Not recorded | 692d2156d6b0dd33429319ec | | SELLER | 1.16 | Not recorded | 69c4bdb60636e5bf4afc776c | | XRec | 0.91 | Not recorded | 69c4bdb60636e5bf4afc776c | | PEPLER | 0.85 | Not recorded | 69c4bdb60636e5bf4afc776c | | PETER | 0.76 | Not recorded | 69c4bdb60636e5bf4afc776c | | Random | 0.75 | Not recorded | 69c4bdb60636e5bf4afc776c | | Empty | 0.67 | Not recorded | 69c4bdb60636e5bf4afc776c | ### LMMRec NDCG@10: 7.79. Result ID: 6998a3c95698665ec4065384. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"PolyCF"}. This record does not assert independent reproduction. ### AutoGraph NDCG@10: 7.46. Result ID: 6998a3c95698665ec4065383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"PolyCF"}. This record does not assert independent reproduction. ### LMMRec NDCG@10: 7.37. Result ID: 6998a3c95698665ec406537f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"WeightedGCL"}. This record does not assert independent reproduction. ### ONCE NDCG@10: 7.32. Result ID: 6998a3c95698665ec4065382. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"PolyCF"}. This record does not assert independent reproduction. ### UIST NDCG@10: 7.22. Result ID: 6998a3c95698665ec4065381. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"PolyCF"}. This record does not assert independent reproduction. ### PolyCF NDCG@10: 7.16. Result ID: 6998a3c95698665ec4065380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"PolyCF"}. This record does not assert independent reproduction. ### ONCE NDCG@10: 7.12. Result ID: 6998a3c95698665ec406537d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"WeightedGCL"}. This record does not assert independent reproduction. ### AutoGraph NDCG@10: 6.95. Result ID: 6998a3c95698665ec406537e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"WeightedGCL"}. This record does not assert independent reproduction. ### UIST NDCG@10: 6.93. Result ID: 6998a3c95698665ec406537c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"WeightedGCL"}. This record does not assert independent reproduction. ### WeightedGCL NDCG@10: 6.91. Result ID: 6998a3c95698665ec406537b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"WeightedGCL"}. This record does not assert independent reproduction. ### Adaptive NDCG@10: 3.52. Result ID: 69c1237747f34ce924a99bab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method":"Memorization-aware Adaptive Ensemble"}. This record does not assert independent reproduction. ### Fixed-weight NDCG@10: 3.51. Result ID: 69c1237747f34ce924a99baa. [Reporting paper]() Recorded evaluation configuration: {"Method":"Fixed-weight Ensemble"}. This record does not assert independent reproduction. ### SASRec NDCG@10: 3.21. Result ID: 69c1237747f34ce924a99ba8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method":"Base Model"}. This record does not assert independent reproduction. ### TIGER NDCG@10: 2.57. Result ID: 69c1237747f34ce924a99ba9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method":"Base Model"}. This record does not assert independent reproduction. ### PESO NDCG@10: 2.48. Result ID: 69afeba96dbb7075b958cd5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Single Evolving LoRA NDCG@10: 2.39. Result ID: 69afeba96dbb7075b958cd5b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SD-LoRA NDCG@10: 2.3. Result ID: 69afeba96dbb7075b958cd5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoFiRec NDCG@10: 2.08. Result ID: 6995e8a93badfaffe6f114ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### IDGenRec NDCG@10: 1.95. Result ID: 6995e8a93badfaffe6f114ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### LightGCN NDCG@10: 1.93. Result ID: 6995e8a93badfaffe6f114e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"ID-based Recommendation"}. This record does not assert independent reproduction. ### MF NDCG@10: 1.9. Result ID: 6995e8a93badfaffe6f114e3. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"ID-based Recommendation"}. This record does not assert independent reproduction. ### CID NDCG@10: 1.81. Result ID: 6995e8a93badfaffe6f114e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### TIGER NDCG@10: 1.73. Result ID: 6995e8a93badfaffe6f114eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### SemID NDCG@10: 1.7. Result ID: 6995e8a93badfaffe6f114e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### Pretrain NDCG@10: 1.61. Result ID: 69afeba96dbb7075b958cd5a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT4Rec NDCG@10: 1.59. Result ID: 6995e8a93badfaffe6f114e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"ID-based Recommendation"}. This record does not assert independent reproduction. ### SASRec NDCG@10: 1.52. Result ID: 6995e8a93badfaffe6f114e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"ID-based Recommendation"}. This record does not assert independent reproduction. ### LETTER NDCG@10: 1.47. Result ID: 6995e8a93badfaffe6f114ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### BigRec NDCG@10: 1.42. Result ID: 6995e8a93badfaffe6f114e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Generative Recommendation"}. This record does not assert independent reproduction. ### SELLER NDCG@10: 1.16. Result ID: 69c542ec47f34ce924af2ceb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XRec NDCG@10: 0.91. Result ID: 69c542ec47f34ce924af2cea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PEPLER NDCG@10: 0.85. Result ID: 69c542ec47f34ce924af2ce9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PETER NDCG@10: 0.76. Result ID: 69c542ec47f34ce924af2ce8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random NDCG@10: 0.75. Result ID: 69c542ec47f34ce924af2ce6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Empty NDCG@10: 0.67. Result ID: 69c542ec47f34ce924af2ce7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.