# Distribution Prediction on SMELLNET-MIXTURE (unseen combinations) Source: [Distribution Prediction on SMELLNET-MIXTURE (unseen combinations)]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:12:09.677Z Evaluation of model performance on predicting chemical mixture distributions using the unseen combinations split of the SMELLNET-MIXTURE 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 | Distribution Prediction | | Dataset (including any stated split) | SMELLNET-MIXTURE (unseen combinations) | | Metric | Top-1 Accuracy @ 0.1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 @ 0.1](): Higher is better; unit: PERCENT. - [Top-K Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy @ 0.1 | Result date | Report paper | | --- | --- | --- | --- | | SCENTFORMER | 16 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 12.4 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 11.8 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 11.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | ### SCENTFORMER Top-1 Accuracy @ 0.1: 16. Result ID: 69df39c547f34ce924c788fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window Size":"50"}. This record does not assert independent reproduction. ### CNN Top-1 Accuracy @ 0.1: 12.4. Result ID: 69df39c547f34ce924c788f8. [Reporting paper]() Recorded evaluation configuration: {"Window Size":"50"}. This record does not assert independent reproduction. ### LSTM Top-1 Accuracy @ 0.1: 11.8. Result ID: 69df39c547f34ce924c788f9. [Reporting paper]() Recorded evaluation configuration: {"Window Size":"50"}. This record does not assert independent reproduction. ### MLP Top-1 Accuracy @ 0.1: 11.7. Result ID: 69df39c547f34ce924c788f7. [Reporting paper]() Recorded evaluation configuration: {"Window Size":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.