# Distribution Prediction on SMELLNET-MIXTURE BASE variant (seen combinations) Source: [Distribution Prediction on SMELLNET-MIXTURE BASE variant (seen combinations)]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:12:09.648Z Evaluation of model performance on predicting distributions using the SMELLNET-MIXTURE BASE variant (seen combinations) subset, measured by MAE, Top-1@0.1, and Top-K (%). 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 BASE variant (seen combinations) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower 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 - [MAE](): Lower is better; unit: SCALAR. - [Top-1 Acc @ 0.1](): Higher is better; unit: PERCENT. - [Top-K Acc (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | SCENTFORMER | 0.0395 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 0.0399 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 0.0404 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 0.0417 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 0.0428 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 0.043 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 0.0476 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 0.0586 | Not recorded | 68fa7c0e1e209131cea8c2a2 | ### SCENTFORMER MAE: 0.0395. Result ID: 69df39c547f34ce924c788f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window":"50"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0399. Result ID: 69df39c547f34ce924c788f3. [Reporting paper]() Recorded evaluation configuration: {"Window":"50"}. This record does not assert independent reproduction. ### CNN MAE: 0.0404. Result ID: 69df39c547f34ce924c788f1. [Reporting paper]() Recorded evaluation configuration: {"Window":"50"}. This record does not assert independent reproduction. ### SCENTFORMER MAE: 0.0417. Result ID: 69df39c547f34ce924c788f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window":"100"}. This record does not assert independent reproduction. ### MLP MAE: 0.0428. Result ID: 69df39c547f34ce924c788ef. [Reporting paper]() Recorded evaluation configuration: {"Window":"50"}. This record does not assert independent reproduction. ### LSTM MAE: 0.043. Result ID: 69df39c547f34ce924c788f4. [Reporting paper]() Recorded evaluation configuration: {"Window":"100"}. This record does not assert independent reproduction. ### CNN MAE: 0.0476. Result ID: 69df39c547f34ce924c788f2. [Reporting paper]() Recorded evaluation configuration: {"Window":"100"}. This record does not assert independent reproduction. ### MLP MAE: 0.0586. Result ID: 69df39c547f34ce924c788f0. [Reporting paper]() Recorded evaluation configuration: {"Window":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.