# Task-oriented Dialogue on Stanford Multi-Domain Dialogue (SMD) (test) Source: [Task-oriented Dialogue on Stanford Multi-Domain Dialogue (SMD) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:50.528Z Evaluation of Task-oriented Dialogue performance on the test split of the Stanford Multi-Domain Dialogue (SMD) dataset, measured using metrics like BLEU and domain-specific Entity F1 scores. 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 | Task-oriented Dialogue | | Dataset (including any stated split) | Stanford Multi-Domain Dialogue (SMD) (test) | | Metric | BLEU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [BLEU](): Higher is better; unit: PERCENT. - [Entity F1](): Higher is better; unit: PERCENT. - [Scheduling Entity F1](): Higher is better; unit: PERCENT. - [Weather Entity F1](): Higher is better; unit: PERCENT. - [Navigation Entity F1](): Higher is better; unit: PERCENT. - [Appropriateness Score](): Higher is better; unit: SCALAR. - [Humanlikeness Score](): Higher is better; unit: SCALAR. - [Calendar Entity F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU | Result date | Report paper | | --- | --- | --- | --- | | COMET | 17.3 | Not recorded | 68fa6af21e209131cea2b447 | | NS-Dial | 15.6 | Not recorded | 68fa6bfd1e209131cea317a1 | | NS-Dial | 14.9 | Not recorded | 68fa6bfd1e209131cea317a1 | | GLMP K3 | 14.79 | Not recorded | 68fa658c1e209131cea0b0ad | | NS-Dial | 14.5 | Not recorded | 68fa6bfd1e209131cea317a1 | | DF-Net | 14.4 | Not recorded | 68fa6af21e209131cea2b447 | | DF-Net | 14.4 | Not recorded | 68fa6bfd1e209131cea317a1 | | GraphDialog | 14.2 | Not recorded | 68fa6bfd1e209131cea317a1 | | KB-Transformer | 13.9 | Not recorded | 68fa6af21e209131cea2b447 | | KB-Retriever | 13.9 | Not recorded | 68fa6af21e209131cea2b447 | | GLMP | 13.9 | Not recorded | 68fa6af21e209131cea2b447 | | GLMP | 13.9 | Not recorded | 68fa6bfd1e209131cea317a1 | | GLMP K1 | 13.83 | Not recorded | 68fa658c1e209131cea0b0ad | | GraphDialog | 13.7 | Not recorded | 68fa6af21e209131cea2b447 | | Human Performance | 13.5 | Not recorded | 68fa63841e209131ce9ff2fe | | KV Retrieval Net | 13.2 | Not recorded | 68fa63841e209131ce9ff2fe | | KVR | 13.2 | Not recorded | 68fa658c1e209131cea0b0ad | | Mem2Seq | 12.6 | Not recorded | 68fa658c1e209131cea0b0ad | | Mem2Seq | 12.6 | Not recorded | 68fa6af21e209131cea2b447 | | Mem2Seq | 12.6 | Not recorded | 68fa6bfd1e209131cea317a1 | | GLMP K6 | 12.37 | Not recorded | 68fa658c1e209131cea0b0ad | | Copy Net | 11 | Not recorded | 68fa63841e209131ce9ff2fe | | KV Retrieval Net | 10.8 | Not recorded | 68fa63841e209131ce9ff2fe | | Attn. Seq2Seq | 10.2 | Not recorded | 68fa63841e209131ce9ff2fe | | S2S + Attn | 9.3 | Not recorded | 68fa658c1e209131cea0b0ad | | S2S | 8.4 | Not recorded | 68fa658c1e209131cea0b0ad | | Ptr-Unk | 8.3 | Not recorded | 68fa658c1e209131cea0b0ad | | Rule-Based | 6.6 | Not recorded | 68fa63841e209131ce9ff2fe | | Rule-Based | 6.6 | Not recorded | 68fa658c1e209131cea0b0ad | ### COMET BLEU: 17.3. Result ID: 698e44d1ffc3901de09c2d61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NS-Dial BLEU: 15.6. Result ID: 698eb512ffc3901de09ff8e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"maximum depth of HRE module (D)":"3"}. This record does not assert independent reproduction. ### NS-Dial BLEU: 14.9. Result ID: 698eb512ffc3901de09ff8e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"maximum depth of HRE module (D)":"1"}. This record does not assert independent reproduction. ### GLMP K3 BLEU: 14.79. Result ID: 698cb5b88b517eb4331c3450. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (Number of hops)":3}. This record does not assert independent reproduction. ### NS-Dial BLEU: 14.5. Result ID: 698eb512ffc3901de09ff8e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"maximum depth of HRE module (D)":"5"}. This record does not assert independent reproduction. ### DF-Net BLEU: 14.4. Result ID: 698e44d1ffc3901de09c2d5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge Representation":"Triplet"}. This record does not assert independent reproduction. ### DF-Net BLEU: 14.4. Result ID: 698eb512ffc3901de09ff8e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphDialog BLEU: 14.2. Result ID: 698eb512ffc3901de09ff8df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KB-Transformer BLEU: 13.9. Result ID: 698e44d1ffc3901de09c2d5c. [Reporting paper]() Recorded evaluation configuration: {"Knowledge Representation":"Triplet"}. This record does not assert independent reproduction. ### KB-Retriever BLEU: 13.9. Result ID: 698e44d1ffc3901de09c2d5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge Representation":"Row-entity"}. This record does not assert independent reproduction. ### GLMP BLEU: 13.9. Result ID: 698e44d1ffc3901de09c2d5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge Representation":"Triplet"}. This record does not assert independent reproduction. ### GLMP BLEU: 13.9. Result ID: 698eb512ffc3901de09ff8de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLMP K1 BLEU: 13.83. Result ID: 698cb5b88b517eb4331c344f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (Number of hops)":1}. This record does not assert independent reproduction. ### GraphDialog BLEU: 13.7. Result ID: 698e44d1ffc3901de09c2d60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Representation":"Graph"}. This record does not assert independent reproduction. ### Human Performance BLEU: 13.5. Result ID: 698bf7b5f729bc7f68e6f20f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KV Retrieval Net BLEU: 13.2. Result ID: 698bf7b5f729bc7f68e6f20e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"encoder attention":true}. This record does not assert independent reproduction. ### KVR BLEU: 13.2. Result ID: 698cb5b88b517eb4331c344a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Canonicalized forms":true}. This record does not assert independent reproduction. ### Mem2Seq BLEU: 12.6. Result ID: 698cb5b88b517eb4331c344e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mem2Seq BLEU: 12.6. Result ID: 698e44d1ffc3901de09c2d5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge Representation":"Triplet"}. This record does not assert independent reproduction. ### Mem2Seq BLEU: 12.6. Result ID: 698eb512ffc3901de09ff8dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLMP K6 BLEU: 12.37. Result ID: 698cb5b88b517eb4331c3451. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (Number of hops)":6}. This record does not assert independent reproduction. ### Copy Net BLEU: 11. Result ID: 698bf7b5f729bc7f68e6f20b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KV Retrieval Net BLEU: 10.8. Result ID: 698bf7b5f729bc7f68e6f20d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"encoder attention":false}. This record does not assert independent reproduction. ### Attn. Seq2Seq BLEU: 10.2. Result ID: 698bf7b5f729bc7f68e6f20c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"encoder attention":true}. This record does not assert independent reproduction. ### S2S + Attn BLEU: 9.3. Result ID: 698cb5b88b517eb4331c344c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S2S BLEU: 8.4. Result ID: 698cb5b88b517eb4331c344b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ptr-Unk BLEU: 8.3. Result ID: 698cb5b88b517eb4331c344d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rule-Based BLEU: 6.6. Result ID: 698bf7b5f729bc7f68e6f20a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rule-Based BLEU: 6.6. Result ID: 698cb5b88b517eb4331c3449. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Canonicalized forms":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.