# Transaction ordering on Synthetic trade sequences log-normal distribution (1,000 trials per n) Source: [Transaction ordering on Synthetic trade sequences log-normal distribution (1,000 trials per n)]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:02:53.902Z Evaluation of models performing transaction ordering on synthetic trade sequences generated from a log-normal distribution, assessed by failure rate and percentage reduction. 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 | Transaction ordering | | Dataset (including any stated split) | Synthetic trade sequences log-normal distribution (1,000 trials per n) | | Metric | Failure Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 24 of 24 | | 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 - [Failure Rate](): Lower is better; unit: PERCENT. - [% Reduction](): Higher is better; unit: PERCENT. ## Recorded results | Method | Failure Rate | Result date | Report paper | | --- | --- | --- | --- | | VHGSR | 0.07 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.07 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.08 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.08 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.26 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.26 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.37 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.37 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.53 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.53 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.72 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.75 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.8 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.8 | Not recorded | 68fa7a4b1e209131cea82410 | | VHGSR | 0.97 | Not recorded | 68fa7a4b1e209131cea82410 | | CLVR | 0.98 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 1.73 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 3.54 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 6.31 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 7.79 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 11.85 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 16.67 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 22.92 | Not recorded | 68fa7a4b1e209131cea82410 | | Random | 27.07 | Not recorded | 68fa7a4b1e209131cea82410 | ### VHGSR Failure Rate: 0.07. Result ID: 6a19472bfbc373592c13713b. [Reporting paper]() Recorded evaluation configuration: {"n":"3"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.07. Result ID: 6a19472bfbc373592c13713c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"3"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.08. Result ID: 6a19472bfbc373592c13713e. [Reporting paper]() Recorded evaluation configuration: {"n":"5"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.08. Result ID: 6a19472bfbc373592c13713f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"5"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.26. Result ID: 6a19472bfbc373592c137141. [Reporting paper]() Recorded evaluation configuration: {"n":"8"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.26. Result ID: 6a19472bfbc373592c137142. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"8"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.37. Result ID: 6a19472bfbc373592c137144. [Reporting paper]() Recorded evaluation configuration: {"n":"10"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.37. Result ID: 6a19472bfbc373592c137145. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.53. Result ID: 6a19472bfbc373592c137147. [Reporting paper]() Recorded evaluation configuration: {"n":"15"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.53. Result ID: 6a19472bfbc373592c137148. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"15"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.72. Result ID: 6a19472bfbc373592c137150. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.75. Result ID: 6a19472bfbc373592c137151. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.8. Result ID: 6a19472bfbc373592c13714a. [Reporting paper]() Recorded evaluation configuration: {"n":"25"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.8. Result ID: 6a19472bfbc373592c13714b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"25"}. This record does not assert independent reproduction. ### VHGSR Failure Rate: 0.97. Result ID: 6a19472bfbc373592c13714d. [Reporting paper]() Recorded evaluation configuration: {"n":"50"}. This record does not assert independent reproduction. ### CLVR Failure Rate: 0.98. Result ID: 6a19472bfbc373592c13714e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"50"}. This record does not assert independent reproduction. ### Random Failure Rate: 1.73. Result ID: 6a19472bfbc373592c13713a. [Reporting paper]() Recorded evaluation configuration: {"n":"3"}. This record does not assert independent reproduction. ### Random Failure Rate: 3.54. Result ID: 6a19472bfbc373592c13713d. [Reporting paper]() Recorded evaluation configuration: {"n":"5"}. This record does not assert independent reproduction. ### Random Failure Rate: 6.31. Result ID: 6a19472bfbc373592c137140. [Reporting paper]() Recorded evaluation configuration: {"n":"8"}. This record does not assert independent reproduction. ### Random Failure Rate: 7.79. Result ID: 6a19472bfbc373592c137143. [Reporting paper]() Recorded evaluation configuration: {"n":"10"}. This record does not assert independent reproduction. ### Random Failure Rate: 11.85. Result ID: 6a19472bfbc373592c137146. [Reporting paper]() Recorded evaluation configuration: {"n":"15"}. This record does not assert independent reproduction. ### Random Failure Rate: 16.67. Result ID: 6a19472bfbc373592c137149. [Reporting paper]() Recorded evaluation configuration: {"n":"25"}. This record does not assert independent reproduction. ### Random Failure Rate: 22.92. Result ID: 6a19472bfbc373592c13714c. [Reporting paper]() Recorded evaluation configuration: {"n":"50"}. This record does not assert independent reproduction. ### Random Failure Rate: 27.07. Result ID: 6a19472bfbc373592c13714f. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.