Bigram Language Modeling on Synthetic Random 50% initialization (val)
0.0005Avg JS DivergenceMixture KLs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mixture KLsVocab=20, Objective=Mix KLs2023.05 | 0.0005 | 0.0001 | |
| MIXCEVocab=20, Objective=MIXCE2023.05 | 0.0007 | 0.0001 | |
| Forward KLVocab=20, Objective=For. KL2023.05 | 0.0007 | 0.0001 | |
| Oracle MIXCEVocab=20, Objective=MIXCE*2023.05 | 0.0008 | 0.0001 | |
| Mixture KLsVocab=50, Objective=Mix KLs2023.05 | 0.0045 | 0.0003 | |
| Oracle MIXCEVocab=50, Objective=MIXCE*2023.05 | 0.0045 | 0.0004 | |
| Forward KLVocab=50, Objective=For. KL2023.05 | 0.0065 | 0.0006 | |
| MIXCEVocab=50, Objective=MIXCE2023.05 | 0.0065 | 0.0006 | |
| Mixture KLsVocab=100, Objective=Mix KLs2023.05 | 0.0274 | 0.0002 | |
| Oracle MIXCEVocab=100, Objective=MIXCE*2023.05 | 0.0285 | 0.0009 | |
| Forward KLVocab=100, Objective=For. KL2023.05 | 0.0356 | 0.0014 | |
| MIXCEVocab=100, Objective=MIXCE2023.05 | 0.0356 | 0.0014 | |
| Reverse KLVocab=20, Objective=Rev. KL2023.05 | 0.136 | 0 | |
| Jensen-ShannonVocab=20, Objective=JS2023.05 | 0.214 | 0 | |
| Mixture KLsVocab=500, Objective=Mix KLs2023.05 | 0.232 | 0.0009 | |
| Oracle MIXCEVocab=500, Objective=MIXCE*2023.05 | 0.234 | 0.0014 | |
| MIXCEVocab=500, Objective=MIXCE2023.05 | 0.235 | 0.0015 | |
| Forward KLVocab=500, Objective=For. KL2023.05 | 0.239 | 0.0015 | |
| Mixture KLsVocab=1000, Objective=Mix KLs2023.05 | 0.291 | 0.0009 | |
| Oracle MIXCEVocab=1000, Objective=MIXCE*2023.05 | 0.292 | 0.0009 | |
| MIXCEVocab=1000, Objective=MIXCE2023.05 | 0.292 | 0.0009 | |
| Forward KLVocab=1000, Objective=For. KL2023.05 | 0.293 | 0.0009 | |
| Reverse KLVocab=50, Objective=Rev. KL2023.05 | 0.429 | 0.0015 | |
| Jensen-ShannonVocab=1000, Objective=JS2023.05 | 0.459 | 0.0006 | |
| Jensen-ShannonVocab=50, Objective=JS2023.05 | 0.474 | 0.0014 | |
| Jensen-ShannonVocab=500, Objective=JS2023.05 | 0.534 | 0.0007 | |
| Jensen-ShannonVocab=100, Objective=JS2023.05 | 0.553 | 0.001 | |
| Reverse KLVocab=100, Objective=Rev. KL2023.05 | 0.557 | 0.0004 | |
| Reverse KLVocab=500, Objective=Rev. KL2023.05 | 0.678 | 0 | |
| Reverse KLVocab=1000, Objective=Rev. KL2023.05 | 0.685 | 0 |