# Emergent Message Classification on CIFAR-10 standard (test) Source: [Emergent Message Classification on CIFAR-10 standard (test)]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:40:56.899Z Evaluation of model performance using Emergent Message Classification metrics (Top1 Acc, CosSim, Overlap) on the CIFAR-10 standard test set. 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 Message Classification | | Dataset (including any stated split) | CIFAR-10 standard (test) | | 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: SCALAR. - [Overlap](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SSNG | 51.12 | Not recorded | 68fa756c1e209131cea67cb2 | | SSNG | 51.06 | Not recorded | 68fa756c1e209131cea67cb2 | | Reconstruction Game | 35.94 | Not recorded | 68fa756c1e209131cea67cb2 | | MHNG | 32.52 | Not recorded | 68fa756c1e209131cea67cb2 | | MHNG | 30.26 | Not recorded | 68fa756c1e209131cea67cb2 | | Referential Game | 23.17 | Not recorded | 68fa756c1e209131cea67cb2 | | NoCom | 12.39 | Not recorded | 68fa756c1e209131cea67cb2 | | NoCom | 10.22 | Not recorded | 68fa756c1e209131cea67cb2 | ### SSNG Top-1 Accuracy: 51.12. Result ID: 69d838f847f34ce924c00b01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SSNG","Agent":"Agent A"}. This record does not assert independent reproduction. ### SSNG Top-1 Accuracy: 51.06. Result ID: 69d838f847f34ce924c00b02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SSNG","Agent":"Agent B"}. This record does not assert independent reproduction. ### Reconstruction Game Top-1 Accuracy: 35.94. Result ID: 69d838f847f34ce924c00afc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reconstruction Game","Agent":"Speaker"}. This record does not assert independent reproduction. ### MHNG Top-1 Accuracy: 32.52. Result ID: 69d838f847f34ce924c00aff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"MHNG","Agent":"Agent A"}. This record does not assert independent reproduction. ### MHNG Top-1 Accuracy: 30.26. Result ID: 69d838f847f34ce924c00b00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"MHNG","Agent":"Agent B"}. This record does not assert independent reproduction. ### Referential Game Top-1 Accuracy: 23.17. Result ID: 69d838f847f34ce924c00afb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Referential Game","Agent":"Speaker"}. This record does not assert independent reproduction. ### NoCom Top-1 Accuracy: 12.39. Result ID: 69d838f847f34ce924c00afe. [Reporting paper]() Recorded evaluation configuration: {"Setting":"NoCom","Agent":"Agent B"}. This record does not assert independent reproduction. ### NoCom Top-1 Accuracy: 10.22. Result ID: 69d838f847f34ce924c00afd. [Reporting paper]() Recorded evaluation configuration: {"Setting":"NoCom","Agent":"Agent A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.