# Recommendation on Yelp (Recall and NDCG @5, 20) Source: [Recommendation on Yelp (Recall and NDCG @5, 20)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:41.924Z Evaluation of recommendation performance on the Yelp dataset using ranking metrics Recall@K and NDCG@K, specifically reporting results for K=5 and K=20. 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 | Recall@5 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Recall@5](): Higher is better; unit: SCALAR. - [Recall@20](): Higher is better; unit: SCALAR. - [NDCG@5](): Higher is better; unit: SCALAR. - [NDCG@20](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall@5 | Result date | Report paper | | --- | --- | --- | --- | | TAGCF | 0.0525 | Not recorded | 699e82186017c4460ffad00c | | TAGCF | 0.0506 | Not recorded | 699e82186017c4460ffad00c | | RLMRec-Con | 0.0486 | Not recorded | 699e82186017c4460ffad00c | | KAR | 0.0482 | Not recorded | 699e82186017c4460ffad00c | | RLMRec-Gen | 0.0479 | Not recorded | 699e82186017c4460ffad00c | | SimGCL | 0.0477 | Not recorded | 699e82186017c4460ffad00c | | AutoCF | 0.0476 | Not recorded | 699e82186017c4460ffad00c | | RLMRec-Con | 0.0475 | Not recorded | 699e82186017c4460ffad00c | | RLMRec-Gen | 0.0467 | Not recorded | 699e82186017c4460ffad00c | | TAGCF | 0.0463 | Not recorded | 699e82186017c4460ffad00c | | AlphaRec | 0.046 | Not recorded | 699e82186017c4460ffad00c | | KAR | 0.0457 | Not recorded | 699e82186017c4460ffad00c | | RLMRec-Con | 0.0453 | Not recorded | 699e82186017c4460ffad00c | | SGL | 0.0446 | Not recorded | 699e82186017c4460ffad00c | | KAR | 0.0443 | Not recorded | 699e82186017c4460ffad00c | | LightGCN | 0.0436 | Not recorded | 699e82186017c4460ffad00c | | RLMRec-Gen | 0.0416 | Not recorded | 699e82186017c4460ffad00c | ### TAGCF Recall@5: 0.0525. Result ID: 699ebfd65698665ec48f7d51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SimGCL"}. This record does not assert independent reproduction. ### TAGCF Recall@5: 0.0506. Result ID: 699ebfd65698665ec48f7d4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SGL"}. This record does not assert independent reproduction. ### RLMRec-Con Recall@5: 0.0486. Result ID: 699ebfd65698665ec48f7d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SimGCL"}. This record does not assert independent reproduction. ### KAR Recall@5: 0.0482. Result ID: 699ebfd65698665ec48f7d4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SimGCL"}. This record does not assert independent reproduction. ### RLMRec-Gen Recall@5: 0.0479. Result ID: 699ebfd65698665ec48f7d4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SGL"}. This record does not assert independent reproduction. ### SimGCL Recall@5: 0.0477. Result ID: 699ebfd65698665ec48f7d4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aug Method":"-"}. This record does not assert independent reproduction. ### AutoCF Recall@5: 0.0476. Result ID: 699ebfd65698665ec48f7d41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aug Method":"-"}. This record does not assert independent reproduction. ### RLMRec-Con Recall@5: 0.0475. Result ID: 699ebfd65698665ec48f7d4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SGL"}. This record does not assert independent reproduction. ### RLMRec-Gen Recall@5: 0.0467. Result ID: 699ebfd65698665ec48f7d50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SimGCL"}. This record does not assert independent reproduction. ### TAGCF Recall@5: 0.0463. Result ID: 699ebfd65698665ec48f7d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LightGCN"}. This record does not assert independent reproduction. ### AlphaRec Recall@5: 0.046. Result ID: 699ebfd65698665ec48f7d42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aug Method":"-"}. This record does not assert independent reproduction. ### KAR Recall@5: 0.0457. Result ID: 699ebfd65698665ec48f7d49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SGL"}. This record does not assert independent reproduction. ### RLMRec-Con Recall@5: 0.0453. Result ID: 699ebfd65698665ec48f7d45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LightGCN"}. This record does not assert independent reproduction. ### SGL Recall@5: 0.0446. Result ID: 699ebfd65698665ec48f7d48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aug Method":"-"}. This record does not assert independent reproduction. ### KAR Recall@5: 0.0443. Result ID: 699ebfd65698665ec48f7d44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LightGCN"}. This record does not assert independent reproduction. ### LightGCN Recall@5: 0.0436. Result ID: 699ebfd65698665ec48f7d43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aug Method":"-"}. This record does not assert independent reproduction. ### RLMRec-Gen Recall@5: 0.0416. Result ID: 699ebfd65698665ec48f7d46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LightGCN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.