# Intent Classification on Clinc150 cross-domain Source: [Intent Classification on Clinc150 cross-domain]() Collection index: [llms.txt]() Data updated: 2026-03-04T17:17:41.876Z Evaluation of Intent Classification performance on the cross-domain split of the CLINC150 dataset, measured using Average Accuracy. 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 | Intent Classification | | Dataset (including any stated split) | Clinc150 cross-domain | | Metric | Average Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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 - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LDS-PN | 93.5 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ContrastNet | 93.1 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LDS-PN | 93.1 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ProtoVerb | 92.4 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LDS-PN | 92.2 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LDS-PN | 91.3 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ContrastNet | 90.7 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ProtoVerb | 90 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | TART | 88.9 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LaSAML | 88.3 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | AMGS | 88.3 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | DCCL | 88.3 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ProtoVerb | 87.6 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | MLADA | 85.5 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | TART | 85.2 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LaSAML | 84.9 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ProtoVerb | 84.4 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | DCCL | 84.2 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | AMGS | 84.1 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ContrastNet | 81.9 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | DS-FSL | 79.7 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | DS-FSL | 78.8 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | MLADA | 77.8 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LaSAML | 77.6 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | ContrastNet | 75.2 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | LaSAML | 72.5 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | TART | 72.4 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | AMGS | 69.2 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | TART | 67.5 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | MLADA | 65.3 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | AMGS | 62.1 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | PN | 57.7 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | DS-FSL | 55.6 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | DS-FSL | 53.4 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | MLADA | 51.8 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | PN | 48.3 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | PN | 42.6 | Not recorded | 69a7bc6b2d603e6de3e3d326 | | PN | 34.2 | Not recorded | 69a7bc6b2d603e6de3e3d326 | ### LDS-PN Average Accuracy: 93.5. Result ID: 69a869266dbb7075b9503553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### ContrastNet Average Accuracy: 93.1. Result ID: 69a869266dbb7075b9503541. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### LDS-PN Average Accuracy: 93.1. Result ID: 69a869266dbb7075b9503552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoVerb Average Accuracy: 92.4. Result ID: 69a869266dbb7075b9503545. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### LDS-PN Average Accuracy: 92.2. Result ID: 69a869266dbb7075b9503555. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### LDS-PN Average Accuracy: 91.3. Result ID: 69a869266dbb7075b9503554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### ContrastNet Average Accuracy: 90.7. Result ID: 69a869266dbb7075b9503543. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoVerb Average Accuracy: 90. Result ID: 69a869266dbb7075b9503547. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### TART Average Accuracy: 88.9. Result ID: 69a869266dbb7075b950354d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### LaSAML Average Accuracy: 88.3. Result ID: 69a869266dbb7075b9503539. [Reporting paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### AMGS Average Accuracy: 88.3. Result ID: 69a869266dbb7075b9503549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### DCCL Average Accuracy: 88.3. Result ID: 69a869266dbb7075b9503550. [Reporting paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoVerb Average Accuracy: 87.6. Result ID: 69a869266dbb7075b9503544. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### MLADA Average Accuracy: 85.5. Result ID: 69a869266dbb7075b950353d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### TART Average Accuracy: 85.2. Result ID: 69a869266dbb7075b950354f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### LaSAML Average Accuracy: 84.9. Result ID: 69a869266dbb7075b950353b. [Reporting paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoVerb Average Accuracy: 84.4. Result ID: 69a869266dbb7075b9503546. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### DCCL Average Accuracy: 84.2. Result ID: 69a869266dbb7075b9503551. [Reporting paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### AMGS Average Accuracy: 84.1. Result ID: 69a869266dbb7075b950354b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### ContrastNet Average Accuracy: 81.9. Result ID: 69a869266dbb7075b9503540. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### DS-FSL Average Accuracy: 79.7. Result ID: 69a869266dbb7075b9503537. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### DS-FSL Average Accuracy: 78.8. Result ID: 69a869266dbb7075b9503535. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### MLADA Average Accuracy: 77.8. Result ID: 69a869266dbb7075b950353f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### LaSAML Average Accuracy: 77.6. Result ID: 69a869266dbb7075b9503538. [Reporting paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### ContrastNet Average Accuracy: 75.2. Result ID: 69a869266dbb7075b9503542. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### LaSAML Average Accuracy: 72.5. Result ID: 69a869266dbb7075b950353a. [Reporting paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### TART Average Accuracy: 72.4. Result ID: 69a869266dbb7075b950354c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### AMGS Average Accuracy: 69.2. Result ID: 69a869266dbb7075b9503548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### TART Average Accuracy: 67.5. Result ID: 69a869266dbb7075b950354e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### MLADA Average Accuracy: 65.3. Result ID: 69a869266dbb7075b950353c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### AMGS Average Accuracy: 62.1. Result ID: 69a869266dbb7075b950354a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### PN Average Accuracy: 57.7. Result ID: 69a869266dbb7075b9503531. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### DS-FSL Average Accuracy: 55.6. Result ID: 69a869266dbb7075b9503534. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### DS-FSL Average Accuracy: 53.4. Result ID: 69a869266dbb7075b9503536. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### MLADA Average Accuracy: 51.8. Result ID: 69a869266dbb7075b950353e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### PN Average Accuracy: 48.3. Result ID: 69a869266dbb7075b9503533. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"5-shot"}. This record does not assert independent reproduction. ### PN Average Accuracy: 42.6. Result ID: 69a869266dbb7075b9503530. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"10-way","K-shot":"1-shot"}. This record does not assert independent reproduction. ### PN Average Accuracy: 34.2. Result ID: 69a869266dbb7075b9503532. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.