# Synthetic Network Generation on Yelp Source: [Synthetic Network Generation on Yelp]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.396Z Evaluation of synthetic network generation quality on the Yelp dataset, measured using link prediction accuracy utility. 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 | Synthetic Network Generation | | Dataset (including any stated split) | Yelp | | Metric | GFDL1 Link Prediction Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [GFDL1 Link Prediction Accuracy](): Higher is better; unit: SCALAR. - [Link Prediction Accuracy](): Higher is better; unit: PERCENT. - [GFDL2 Link Prediction Accuracy](): Higher is better; unit: SCALAR. - [Orbit Accuracy](): Higher is better; unit: PERCENT. - [4-Cycle Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | GFDL1 Link Prediction Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GraphMaker | 5.17 | Not recorded | 6a1e6394dbd7150506f85231 | | ER | 5.02 | Not recorded | 6a1e6394dbd7150506f85231 | | mKPGM | 4.26 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 4.09 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.93 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.86 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.85 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.8 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.66 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 0.73 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.42 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.39 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.38 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 0.37 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 0.35 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 0.34 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.33 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.32 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.31 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.3 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 0.27 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 0.23 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.23 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.18 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.18 | Not recorded | 6a1e6394dbd7150506f85231 | ### GraphMaker GFDL1 Link Prediction Accuracy: 5.17. Result ID: 6a1ea425fbc373592c192962. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ER GFDL1 Link Prediction Accuracy: 5.02. Result ID: 6a1ea425fbc373592c192963. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### mKPGM GFDL1 Link Prediction Accuracy: 4.26. Result ID: 6a1ea425fbc373592c192965. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE GFDL1 Link Prediction Accuracy: 4.09. Result ID: 6a1ea425fbc373592c192960. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### VGAE GFDL1 Link Prediction Accuracy: 3.93. Result ID: 6a1ea425fbc373592c192961. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"16"}. This record does not assert independent reproduction. ### VGAE GFDL1 Link Prediction Accuracy: 3.86. Result ID: 6a1ea425fbc373592c19295e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### VGAE GFDL1 Link Prediction Accuracy: 3.85. Result ID: 6a1ea425fbc373592c19295d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### VGAE GFDL1 Link Prediction Accuracy: 3.8. Result ID: 6a1ea425fbc373592c19295f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### VGAE GFDL1 Link Prediction Accuracy: 3.66. Result ID: 6a1ea425fbc373592c19295c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### BTER GFDL1 Link Prediction Accuracy: 0.73. Result ID: 6a1ea425fbc373592c192964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D GFDL1 Link Prediction Accuracy: 0.42. Result ID: 6a1ea425fbc373592c19294e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Link Prediction Accuracy: 0.39. Result ID: 6a1ea425fbc373592c192957. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Link Prediction Accuracy: 0.38. Result ID: 6a1ea425fbc373592c19294d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Link Prediction Accuracy: 0.37. Result ID: 6a1ea425fbc373592c192953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Link Prediction Accuracy: 0.35. Result ID: 6a1ea425fbc373592c192952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Link Prediction Accuracy: 0.34. Result ID: 6a1ea425fbc373592c192954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Link Prediction Accuracy: 0.33. Result ID: 6a1ea425fbc373592c192958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Link Prediction Accuracy: 0.32. Result ID: 6a1ea425fbc373592c192950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Link Prediction Accuracy: 0.31. Result ID: 6a1ea425fbc373592c192951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Link Prediction Accuracy: 0.3. Result ID: 6a1ea425fbc373592c19294f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Link Prediction Accuracy: 0.27. Result ID: 6a1ea425fbc373592c192956. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Link Prediction Accuracy: 0.23. Result ID: 6a1ea425fbc373592c192955. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Link Prediction Accuracy: 0.23. Result ID: 6a1ea425fbc373592c192959. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Link Prediction Accuracy: 0.18. Result ID: 6a1ea425fbc373592c19295a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Link Prediction Accuracy: 0.18. Result ID: 6a1ea425fbc373592c19295b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.