# Slot Filling on Restaurant-8K Source: [Slot Filling on Restaurant-8K]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:10.496Z Evaluation of Slot Filling performance on the Restaurant-8K dataset. 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 | Slot filling | | Dataset (including any stated split) | Restaurant-8K | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | SOLOIST | 98 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 96 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 95 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 94 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 94 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 93 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 93 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 92 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 91 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 91 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 89 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 89 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 89 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 88 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 85 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 85 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 84 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 81 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 79 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 77 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 74 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 74 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 64 | Not recorded | 68fa69b11e209131cea23707 | | SOLOIST | 61 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 58 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 57 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 54 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 42 | Not recorded | 68fa69b11e209131cea23707 | | Span-ConveRT | 41 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 37 | Not recorded | 68fa69b11e209131cea23707 | | Span-BERT | 30 | Not recorded | 68fa69b11e209131cea23707 | | V-CNN-CRF | 26 | Not recorded | 68fa69b11e209131cea23707 | ### SOLOIST F1 Score: 98. Result ID: 698f500c3a6c314849f7da55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1","Training set size":"8198"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 96. Result ID: 698f500c3a6c314849f7da5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1","Training set size":"8198"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 95. Result ID: 698f500c3a6c314849f7da56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/2","Training set size":"4099"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 94. Result ID: 698f500c3a6c314849f7da5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/2","Training set size":"4099"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 94. Result ID: 698f500c3a6c314849f7da65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1","Training set size":"8198"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 93. Result ID: 698f500c3a6c314849f7da57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/4","Training set size":"2049"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 93. Result ID: 698f500c3a6c314849f7da6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1","Training set size":"8198"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 92. Result ID: 698f500c3a6c314849f7da66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/2","Training set size":"4099"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 91. Result ID: 698f500c3a6c314849f7da5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/4","Training set size":"2049"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 91. Result ID: 698f500c3a6c314849f7da6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/2","Training set size":"4099"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 89. Result ID: 698f500c3a6c314849f7da58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/8","Training set size":"1024"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 89. Result ID: 698f500c3a6c314849f7da60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/8","Training set size":"1024"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 89. Result ID: 698f500c3a6c314849f7da67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/4","Training set size":"2049"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 88. Result ID: 698f500c3a6c314849f7da6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/4","Training set size":"2049"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 85. Result ID: 698f500c3a6c314849f7da68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/8","Training set size":"1024"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 85. Result ID: 698f500c3a6c314849f7da70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/8","Training set size":"1024"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 84. Result ID: 698f500c3a6c314849f7da59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/16","Training set size":"512"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 81. Result ID: 698f500c3a6c314849f7da61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/16","Training set size":"512"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 79. Result ID: 698f500c3a6c314849f7da5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/32","Training set size":"256"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 77. Result ID: 698f500c3a6c314849f7da71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/16","Training set size":"512"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 74. Result ID: 698f500c3a6c314849f7da5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/64","Training set size":"128"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 74. Result ID: 698f500c3a6c314849f7da69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/16","Training set size":"512"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 64. Result ID: 698f500c3a6c314849f7da62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/32","Training set size":"256"}. This record does not assert independent reproduction. ### SOLOIST F1 Score: 61. Result ID: 698f500c3a6c314849f7da5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fraction":"1/128","Training set size":"64"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 58. Result ID: 698f500c3a6c314849f7da63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/64","Training set size":"128"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 57. Result ID: 698f500c3a6c314849f7da6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/32","Training set size":"256"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 54. Result ID: 698f500c3a6c314849f7da72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/32","Training set size":"256"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 42. Result ID: 698f500c3a6c314849f7da73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/64","Training set size":"128"}. This record does not assert independent reproduction. ### Span-ConveRT F1 Score: 41. Result ID: 698f500c3a6c314849f7da64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/128","Training set size":"64"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 37. Result ID: 698f500c3a6c314849f7da6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/64","Training set size":"128"}. This record does not assert independent reproduction. ### Span-BERT F1 Score: 30. Result ID: 698f500c3a6c314849f7da74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/128","Training set size":"64"}. This record does not assert independent reproduction. ### V-CNN-CRF F1 Score: 26. Result ID: 698f500c3a6c314849f7da6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fraction":"1/128","Training set size":"64"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.