# Qualifying Position Regression on rel-f1 Source: [Qualifying Position Regression on rel-f1]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:14:34.533Z Evaluation of qualifying position regression performance on the rel-f1 dataset, measured using Attacked Mean Absolute Error (MAE). 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 | qualifying-position regression | | Dataset (including any stated split) | rel-f1 | | Metric | Attacked MAE | | Unit | SCALAR | | Direction | Lower 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 - [Attacked MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Attacked MAE | Result date | Report paper | | --- | --- | --- | --- | | Random | 0.9935 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.9935 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.9935 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.9938 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.994 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.994 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.994 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.994 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.9941 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.9941 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 0.9949 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 0.9949 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 0.9949 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.9951 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.9953 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.997 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.997 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.997 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.997 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 0.9985 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 0.9991 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 0.9994 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.9995 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 0.9995 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 1.0006 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 1.001 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 1.0011 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 1.0013 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 1.0019 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 1.0074 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 1.0088 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 1.0101 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 1.0101 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 1.0112 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 1.0127 | Not recorded | 6a4f2b2832fb937314875cfe | ### Random Attacked MAE: 0.9935. Result ID: 6a4f4a4c60b88bb339e4af1b. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random Attacked MAE: 0.9935. Result ID: 6a4f4a4c60b88bb339e4af1c. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random Attacked MAE: 0.9935. Result ID: 6a4f4a4c60b88bb339e4af1d. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Random Attacked MAE: 0.9938. Result ID: 6a4f4a4c60b88bb339e4af1a. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 0.994. Result ID: 6a4f4a4c60b88bb339e4af1f. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 0.994. Result ID: 6a4f4a4c60b88bb339e4af20. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 0.994. Result ID: 6a4f4a4c60b88bb339e4af21. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 0.994. Result ID: 6a4f4a4c60b88bb339e4af22. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Random Attacked MAE: 0.9941. Result ID: 6a4f4a4c60b88bb339e4af19. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 0.9941. Result ID: 6a4f4a4c60b88bb339e4af1e. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 0.9949. Result ID: 6a4f4a4c60b88bb339e4af23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 0.9949. Result ID: 6a4f4a4c60b88bb339e4af28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 0.9949. Result ID: 6a4f4a4c60b88bb339e4af32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 0.9951. Result ID: 6a4f4a4c60b88bb339e4af2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 0.9953. Result ID: 6a4f4a4c60b88bb339e4af37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 0.997. Result ID: 6a4f4a4c60b88bb339e4af38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 0.997. Result ID: 6a4f4a4c60b88bb339e4af39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 0.997. Result ID: 6a4f4a4c60b88bb339e4af3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 0.997. Result ID: 6a4f4a4c60b88bb339e4af3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 0.9985. Result ID: 6a4f4a4c60b88bb339e4af33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 0.9991. Result ID: 6a4f4a4c60b88bb339e4af35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 0.9994. Result ID: 6a4f4a4c60b88bb339e4af34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 0.9995. Result ID: 6a4f4a4c60b88bb339e4af2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 0.9995. Result ID: 6a4f4a4c60b88bb339e4af36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 1.0006. Result ID: 6a4f4a4c60b88bb339e4af2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 1.001. Result ID: 6a4f4a4c60b88bb339e4af30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 1.0011. Result ID: 6a4f4a4c60b88bb339e4af24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 1.0013. Result ID: 6a4f4a4c60b88bb339e4af31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 1.0019. Result ID: 6a4f4a4c60b88bb339e4af29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 1.0074. Result ID: 6a4f4a4c60b88bb339e4af25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 1.0088. Result ID: 6a4f4a4c60b88bb339e4af2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 1.0101. Result ID: 6a4f4a4c60b88bb339e4af26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 1.0101. Result ID: 6a4f4a4c60b88bb339e4af2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 1.0112. Result ID: 6a4f4a4c60b88bb339e4af2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 1.0127. Result ID: 6a4f4a4c60b88bb339e4af27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.