# Emergent Communication Evaluation on ImageNet-100 20-class subset Source: [Emergent Communication Evaluation on ImageNet-100 20-class subset]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:40:56.878Z Evaluation of emergent communication capabilities using the 20-class subset of the ImageNet-100 dataset, reporting Top1 Accuracy, Cosine Similarity, and Overlap metrics. 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 | Emergent Communication Evaluation | | Dataset (including any stated split) | ImageNet-100 20-class subset | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Cosine Similarity](): Higher is better; unit: PERCENT. - [Overlap](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SSNG | 44.6 | Not recorded | 68fa756c1e209131cea67cb2 | | SSNG | 42.91 | Not recorded | 68fa756c1e209131cea67cb2 | | Reconstruction Game | 24.04 | Not recorded | 68fa756c1e209131cea67cb2 | | MHNG | 22.8 | Not recorded | 68fa756c1e209131cea67cb2 | | Referential Game | 19.95 | Not recorded | 68fa756c1e209131cea67cb2 | | MHNG | 16.47 | Not recorded | 68fa756c1e209131cea67cb2 | | NoCom | 6.1 | Not recorded | 68fa756c1e209131cea67cb2 | | NoCom | 5.8 | Not recorded | 68fa756c1e209131cea67cb2 | ### SSNG Top-1 Accuracy: 44.6. Result ID: 69d838f847f34ce924c00af9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent":"Agent A"}. This record does not assert independent reproduction. ### SSNG Top-1 Accuracy: 42.91. Result ID: 69d838f847f34ce924c00afa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent":"Agent B"}. This record does not assert independent reproduction. ### Reconstruction Game Top-1 Accuracy: 24.04. Result ID: 69d838f847f34ce924c00af4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent":"Speaker"}. This record does not assert independent reproduction. ### MHNG Top-1 Accuracy: 22.8. Result ID: 69d838f847f34ce924c00af7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent":"Agent A"}. This record does not assert independent reproduction. ### Referential Game Top-1 Accuracy: 19.95. Result ID: 69d838f847f34ce924c00af3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent":"Speaker"}. This record does not assert independent reproduction. ### MHNG Top-1 Accuracy: 16.47. Result ID: 69d838f847f34ce924c00af8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent":"Agent B"}. This record does not assert independent reproduction. ### NoCom Top-1 Accuracy: 6.1. Result ID: 69d838f847f34ce924c00af6. [Reporting paper]() Recorded evaluation configuration: {"Agent":"Agent B"}. This record does not assert independent reproduction. ### NoCom Top-1 Accuracy: 5.8. Result ID: 69d838f847f34ce924c00af5. [Reporting paper]() Recorded evaluation configuration: {"Agent":"Agent A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.