# Unsupervised document hashing on 20Newsgroups Source: [Unsupervised document hashing on 20Newsgroups]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:17.987Z Evaluation of unsupervised document hashing performance on the 20 Newsgroups dataset, measured using precision. 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 | Unsupervised document hashing | | Dataset (including any stated split) | 20Newsgroups | | Metric | Precision | | Unit | PERCENT | | 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 - [Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | SNUH | 67.31 | Not recorded | 68fa6a031e209131cea2564e | | SNUH | 66.46 | Not recorded | 68fa6a031e209131cea2564e | | AMMI | 66.18 | Not recorded | 68fa6a031e209131cea2564e | | AMMI | 63.98 | Not recorded | 68fa6a031e209131cea2564e | | SNUH | 63.87 | Not recorded | 68fa6a031e209131cea2564e | | CorrSH | 63.59 | Not recorded | 68fa6a031e209131cea2564e | | CorrSH | 62.79 | Not recorded | 68fa6a031e209131cea2564e | | CorrSH | 61.83 | Not recorded | 68fa6a031e209131cea2564e | | AMMI | 59.56 | Not recorded | 68fa6a031e209131cea2564e | | GMSH | 58.69 | Not recorded | 68fa6a031e209131cea2564e | | STH | 58.6 | Not recorded | 68fa6a031e209131cea2564e | | CorrSH | 58.39 | Not recorded | 68fa6a031e209131cea2564e | | STH | 58.06 | Not recorded | 68fa6a031e209131cea2564e | | SNUH | 57.75 | Not recorded | 68fa6a031e209131cea2564e | | NASH | 56.71 | Not recorded | 68fa6a031e209131cea2564e | | GMSH | 55.83 | Not recorded | 68fa6a031e209131cea2564e | | AMMI | 55.18 | Not recorded | 68fa6a031e209131cea2564e | | STH | 54.43 | Not recorded | 68fa6a031e209131cea2564e | | GMSH | 53.81 | Not recorded | 68fa6a031e209131cea2564e | | STH | 52.37 | Not recorded | 68fa6a031e209131cea2564e | | NASH | 51.08 | Not recorded | 68fa6a031e209131cea2564e | | NASH | 50.71 | Not recorded | 68fa6a031e209131cea2564e | | NbrReg | 48.93 | Not recorded | 68fa6a031e209131cea2564e | | GMSH | 48.55 | Not recorded | 68fa6a031e209131cea2564e | | NbrReg | 47.68 | Not recorded | 68fa6a031e209131cea2564e | | NASH | 46.64 | Not recorded | 68fa6a031e209131cea2564e | | NbrReg | 46.44 | Not recorded | 68fa6a031e209131cea2564e | | VDSH | 43.27 | Not recorded | 68fa6a031e209131cea2564e | | NbrReg | 41.2 | Not recorded | 68fa6a031e209131cea2564e | | VDSH | 39.04 | Not recorded | 68fa6a031e209131cea2564e | | SpH | 37.09 | Not recorded | 68fa6a031e209131cea2564e | | SpH | 32 | Not recorded | 68fa6a031e209131cea2564e | | SpH | 31.96 | Not recorded | 68fa6a031e209131cea2564e | | SpH | 27.16 | Not recorded | 68fa6a031e209131cea2564e | | VDSH | 17.31 | Not recorded | 68fa6a031e209131cea2564e | | VDSH | 5.22 | Not recorded | 68fa6a031e209131cea2564e | ### SNUH Precision: 67.31. Result ID: 698dfdb2ffc3901de099fb44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### SNUH Precision: 66.46. Result ID: 698dfdb2ffc3901de099fb43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### AMMI Precision: 66.18. Result ID: 698dfdb2ffc3901de099fb3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### AMMI Precision: 63.98. Result ID: 698dfdb2ffc3901de099fb3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### SNUH Precision: 63.87. Result ID: 698dfdb2ffc3901de099fb42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### CorrSH Precision: 63.59. Result ID: 698dfdb2ffc3901de099fb40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### CorrSH Precision: 62.79. Result ID: 698dfdb2ffc3901de099fb3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### CorrSH Precision: 61.83. Result ID: 698dfdb2ffc3901de099fb3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### AMMI Precision: 59.56. Result ID: 698dfdb2ffc3901de099fb3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### GMSH Precision: 58.69. Result ID: 698dfdb2ffc3901de099fb37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### STH Precision: 58.6. Result ID: 698dfdb2ffc3901de099fb26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### CorrSH Precision: 58.39. Result ID: 698dfdb2ffc3901de099fb3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### STH Precision: 58.06. Result ID: 698dfdb2ffc3901de099fb27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### SNUH Precision: 57.75. Result ID: 698dfdb2ffc3901de099fb41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### NASH Precision: 56.71. Result ID: 698dfdb2ffc3901de099fb32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### GMSH Precision: 55.83. Result ID: 698dfdb2ffc3901de099fb38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### AMMI Precision: 55.18. Result ID: 698dfdb2ffc3901de099fb39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### STH Precision: 54.43. Result ID: 698dfdb2ffc3901de099fb28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### GMSH Precision: 53.81. Result ID: 698dfdb2ffc3901de099fb36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### STH Precision: 52.37. Result ID: 698dfdb2ffc3901de099fb25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### NASH Precision: 51.08. Result ID: 698dfdb2ffc3901de099fb31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### NASH Precision: 50.71. Result ID: 698dfdb2ffc3901de099fb33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### NbrReg Precision: 48.93. Result ID: 698dfdb2ffc3901de099fb30. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### GMSH Precision: 48.55. Result ID: 698dfdb2ffc3901de099fb35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### NbrReg Precision: 47.68. Result ID: 698dfdb2ffc3901de099fb2f. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### NASH Precision: 46.64. Result ID: 698dfdb2ffc3901de099fb34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### NbrReg Precision: 46.44. Result ID: 698dfdb2ffc3901de099fb2e. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### VDSH Precision: 43.27. Result ID: 698dfdb2ffc3901de099fb2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### NbrReg Precision: 41.2. Result ID: 698dfdb2ffc3901de099fb2d. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### VDSH Precision: 39.04. Result ID: 698dfdb2ffc3901de099fb29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### SpH Precision: 37.09. Result ID: 698dfdb2ffc3901de099fb22. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction. ### SpH Precision: 32. Result ID: 698dfdb2ffc3901de099fb21. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction. ### SpH Precision: 31.96. Result ID: 698dfdb2ffc3901de099fb23. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### SpH Precision: 27.16. Result ID: 698dfdb2ffc3901de099fb24. [Reporting paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. ### VDSH Precision: 17.31. Result ID: 698dfdb2ffc3901de099fb2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction. ### VDSH Precision: 5.22. Result ID: 698dfdb2ffc3901de099fb2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.