# Slot Filling on SLURP (test) Source: [Slot Filling on SLURP (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:14.966Z Evaluation of Slot Filling performance on the test split of the SLURP 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) | SLURP (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 | | --- | --- | --- | --- | | TDT 0-6 | 80.61 | Not recorded | 68fa6f931e209131cea465ba | | TDT 0-4 | 80.03 | Not recorded | 68fa6f931e209131cea465ba | | TDT 0-8 | 79.9 | Not recorded | 68fa6f931e209131cea465ba | | TDT 0-2 | 79.43 | Not recorded | 68fa6f931e209131cea465ba | | RNNT | 79.41 | Not recorded | 68fa6f931e209131cea465ba | | PF-hbt-large | 78.92 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-hbt-large-960h | 78.89 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-hbt-large | 78.43 | Not recorded | 68fa6d901e209131cea3aab8 | | PF-hbt-large-960h | 78.17 | Not recorded | 68fa6d901e209131cea3aab8 | | ESPnet-SLU | 76.91 | Not recorded | 68fa6f931e209131cea465ba | | SpeechBrain | 76.19 | Not recorded | 68fa6f931e209131cea465ba | | PF-hbt-base | 75.32 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-hbt-base | 75.06 | Not recorded | 68fa6d901e209131cea3aab8 | | PF-w2v-base | 74.73 | Not recorded | 68fa6d901e209131cea3aab8 | | CTI | 74.66 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-w2v-base-960h | 74.33 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-w2v-base | 74.32 | Not recorded | 68fa6d901e209131cea3aab8 | | PF-w2v-large-960h | 74.03 | Not recorded | 68fa6d901e209131cea3aab8 | | PF-w2v-base-960h | 73.78 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-w2v-large-960h | 73.39 | Not recorded | 68fa6d901e209131cea3aab8 | | PF-w2v-large | 73.16 | Not recorded | 68fa6d901e209131cea3aab8 | | EF-w2v-large | 72.45 | Not recorded | 68fa6d901e209131cea3aab8 | | Frozen-hbt-large | 60.07 | Not recorded | 68fa6d901e209131cea3aab8 | | Frozen-hbt-base | 57.06 | Not recorded | 68fa6d901e209131cea3aab8 | | Frozen-w2v-base | 37.66 | Not recorded | 68fa6d901e209131cea3aab8 | | Frozen-w2v-large | 3.85 | Not recorded | 68fa6d901e209131cea3aab8 | ### TDT 0-6 F1 Score: 80.61. Result ID: 6990cc973a6c31484903603f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#params (M)":"119","relative speedup":"1.28x","max duration":"6"}. This record does not assert independent reproduction. ### TDT 0-4 F1 Score: 80.03. Result ID: 6990cc973a6c31484903603e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#params (M)":"119","relative speedup":"1.17x","max duration":"4"}. This record does not assert independent reproduction. ### TDT 0-8 F1 Score: 79.9. Result ID: 6990cc973a6c314849036040. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#params (M)":"119","relative speedup":"1.28x","max duration":"8"}. This record does not assert independent reproduction. ### TDT 0-2 F1 Score: 79.43. Result ID: 6990cc973a6c31484903603d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#params (M)":"119","relative speedup":"1.17x","max duration":"2"}. This record does not assert independent reproduction. ### RNNT F1 Score: 79.41. Result ID: 6990cc973a6c31484903603c. [Reporting paper]() Recorded evaluation configuration: {"#params (M)":"119","relative speedup":"-"}. This record does not assert independent reproduction. ### PF-hbt-large F1 Score: 78.92. Result ID: 698fc0ae3a6c314849fb9c33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"HuBERT","Model Size":"Large"}. This record does not assert independent reproduction. ### EF-hbt-large-960h F1 Score: 78.89. Result ID: 698fc0ae3a6c314849fb9c34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"HuBERT","Model Size":"Large","Pre-training Corpus":"960h"}. This record does not assert independent reproduction. ### EF-hbt-large F1 Score: 78.43. Result ID: 698fc0ae3a6c314849fb9c32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"HuBERT","Model Size":"Large"}. This record does not assert independent reproduction. ### PF-hbt-large-960h F1 Score: 78.17. Result ID: 698fc0ae3a6c314849fb9c35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"HuBERT","Model Size":"Large","Pre-training Corpus":"960h"}. This record does not assert independent reproduction. ### ESPnet-SLU F1 Score: 76.91. Result ID: 6990cc973a6c31484903603b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#params (M)":"109","relative speedup":"N/A"}. This record does not assert independent reproduction. ### SpeechBrain F1 Score: 76.19. Result ID: 6990cc973a6c31484903603a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#params (M)":"96","relative speedup":"N/A"}. This record does not assert independent reproduction. ### PF-hbt-base F1 Score: 75.32. Result ID: 698fc0ae3a6c314849fb9c31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"HuBERT","Model Size":"Base"}. This record does not assert independent reproduction. ### EF-hbt-base F1 Score: 75.06. Result ID: 698fc0ae3a6c314849fb9c30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"HuBERT","Model Size":"Base"}. This record does not assert independent reproduction. ### PF-w2v-base F1 Score: 74.73. Result ID: 698fc0ae3a6c314849fb9c29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"wav2vec 2.0","Model Size":"Base"}. This record does not assert independent reproduction. ### CTI F1 Score: 74.66. Result ID: 698fc0ae3a6c314849fb9c3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EF-w2v-base-960h F1 Score: 74.33. Result ID: 698fc0ae3a6c314849fb9c2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"wav2vec 2.0","Model Size":"Base","Pre-training Corpus":"960h"}. This record does not assert independent reproduction. ### EF-w2v-base F1 Score: 74.32. Result ID: 698fc0ae3a6c314849fb9c28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"wav2vec 2.0","Model Size":"Base"}. This record does not assert independent reproduction. ### PF-w2v-large-960h F1 Score: 74.03. Result ID: 698fc0ae3a6c314849fb9c2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"wav2vec 2.0","Model Size":"Large","Pre-training Corpus":"960h"}. This record does not assert independent reproduction. ### PF-w2v-base-960h F1 Score: 73.78. Result ID: 698fc0ae3a6c314849fb9c2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"wav2vec 2.0","Model Size":"Base","Pre-training Corpus":"960h"}. This record does not assert independent reproduction. ### EF-w2v-large-960h F1 Score: 73.39. Result ID: 698fc0ae3a6c314849fb9c2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"wav2vec 2.0","Model Size":"Large","Pre-training Corpus":"960h"}. This record does not assert independent reproduction. ### PF-w2v-large F1 Score: 73.16. Result ID: 698fc0ae3a6c314849fb9c2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Encoder Backbone":"wav2vec 2.0","Model Size":"Large"}. This record does not assert independent reproduction. ### EF-w2v-large F1 Score: 72.45. Result ID: 698fc0ae3a6c314849fb9c2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Encoder Backbone":"wav2vec 2.0","Model Size":"Large"}. This record does not assert independent reproduction. ### Frozen-hbt-large F1 Score: 60.07. Result ID: 698fc0ae3a6c314849fb9c39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning strategy":"Frozen","Encoder Backbone":"HuBERT","Model Size":"Large"}. This record does not assert independent reproduction. ### Frozen-hbt-base F1 Score: 57.06. Result ID: 698fc0ae3a6c314849fb9c38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning strategy":"Frozen","Encoder Backbone":"HuBERT","Model Size":"Base"}. This record does not assert independent reproduction. ### Frozen-w2v-base F1 Score: 37.66. Result ID: 698fc0ae3a6c314849fb9c36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning strategy":"Frozen","Encoder Backbone":"wav2vec 2.0","Model Size":"Base"}. This record does not assert independent reproduction. ### Frozen-w2v-large F1 Score: 3.85. Result ID: 698fc0ae3a6c314849fb9c37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning strategy":"Frozen","Encoder Backbone":"wav2vec 2.0","Model Size":"Large"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.