├── .flake8 ├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── demos ├── AutoTable.ipynb ├── NumTopics_PScience_demo.ipynb ├── NumTopics_RTLWiki_demo.ipynb ├── NumTopics_all_datasets.ipynb ├── README.md ├── Renormalization-Demo.ipynb ├── Stability-Demo.ipynb ├── TopicBank-Demo.ipynb ├── TopicBank-Experiment-BankCreation.ipynb └── TopicBank-Experiment-ModelValidation.ipynb ├── docs ├── CODEOWNERS └── images │ └── optimize_scores_concept.png ├── experiments ├── Additional-Scores-Computation.ipynb ├── Plots-With-Additional-Scores-Plus-RPC.ipynb ├── Synthetic-Data-Generation.ipynb └── itar │ ├── ARTM-Models-20NewsGroups-T20-Intra.ipynb │ ├── ARTM-Models-20NewsGroups-T20.ipynb │ ├── ARTM-Models-20NewsGroups-T50-Intra.ipynb │ ├── ARTM-Models-20NewsGroups-T50.ipynb │ ├── ARTM-Models-MKB10-T20-Intra.ipynb │ ├── ARTM-Models-MKB10-T20.ipynb │ ├── ARTM-Models-MKB10-T50-Intra.ipynb │ ├── ARTM-Models-MKB10-T50.ipynb │ ├── ARTM-Models-PostNauka-T20-Intra.ipynb │ ├── ARTM-Models-PostNauka-T20.ipynb │ ├── ARTM-Models-PostNauka-T50-Intra.ipynb │ ├── ARTM-Models-PostNauka-T50.ipynb │ ├── ARTM-Models-RTL-Wiki-Person-T20.ipynb │ ├── ARTM-Models-RTL-Wiki-Person-T50.ipynb │ ├── ARTM-Models-RuWikiGood-T20.ipynb │ ├── ARTM-Models-RuWikiGood-T50.ipynb │ ├── ARTM-Models.ipynb │ ├── BERTopic-Coherence-20NewsGroups-T20-Intra.ipynb │ ├── BERTopic-Coherence-20NewsGroups-T20.ipynb │ ├── BERTopic-Coherence-20NewsGroups-T50-Intra.ipynb │ ├── BERTopic-Coherence-20NewsGroups-T50.ipynb │ ├── BERTopic-Coherence-20NewsGroups.ipynb │ ├── BERTopic-Coherence-MKB10-T20-Intra.ipynb │ ├── BERTopic-Coherence-MKB10-T20.ipynb │ ├── BERTopic-Coherence-MKB10-T50-Intra.ipynb │ ├── BERTopic-Coherence-MKB10-T50.ipynb │ ├── BERTopic-Coherence-PostNauka-T20-Intra.ipynb │ ├── BERTopic-Coherence-PostNauka-T20.ipynb │ ├── BERTopic-Coherence-PostNauka-T50-Intra.ipynb │ ├── BERTopic-Coherence-PostNauka-T50.ipynb │ ├── BERTopic-Coherence-RTL-Wiki-Person-T20.ipynb │ ├── BERTopic-Coherence-RTL-Wiki-Person-T50.ipynb │ ├── BERTopic-Coherence-RuWikiGood-T20.ipynb │ ├── BERTopic-Coherence-RuWikiGood-T50-2.ipynb │ ├── BERTopic-Coherence-RuWikiGood-T50.ipynb │ ├── BERTopic │ ├── BERTopic-20NewsGroups-T20.ipynb │ ├── BERTopic-20NewsGroups-T50.ipynb │ ├── BERTopic-MKB10-T20.ipynb │ ├── BERTopic-MKB10-T50.ipynb │ ├── BERTopic-PostNauka-T20.ipynb │ ├── BERTopic-PostNauka-T50.ipynb │ ├── BERTopic-RTL-Wiki-Person-T20.ipynb │ ├── BERTopic-RTL-Wiki-Person-T50.ipynb │ ├── BERTopic-RuWikiGood-T20.ipynb │ ├── BERTopic-RuWikiGood-T50.ipynb │ ├── BERTopic.ipynb │ ├── BERTopic_Embedding_Models.ipynb │ ├── test_bt_dataset.csv │ ├── test_bt_phi.csv │ └── test_bt_topwords.json │ ├── Iterative-Model-20NewsGroups-T20-Intra.ipynb │ ├── Iterative-Model-20NewsGroups-T20-Orig.ipynb │ ├── Iterative-Model-20NewsGroups-T20.ipynb │ ├── Iterative-Model-20NewsGroups-T50-Intra.ipynb │ ├── Iterative-Model-20NewsGroups-T50.ipynb │ ├── Iterative-Model-MKB10-T20-Intra.ipynb │ ├── Iterative-Model-MKB10-T20.ipynb │ ├── Iterative-Model-MKB10-T50-Intra.ipynb │ ├── Iterative-Model-MKB10-T50.ipynb │ ├── Iterative-Model-PostNauka-T20-Intra.ipynb │ ├── Iterative-Model-PostNauka-T20.ipynb │ ├── Iterative-Model-PostNauka-T50-Intra.ipynb │ ├── Iterative-Model-PostNauka-T50.ipynb │ ├── Iterative-Model-RTL-Wiki-Person-T20.ipynb │ ├── Iterative-Model-RTL-Wiki-Person-T50.ipynb │ ├── Iterative-Model-RuWikiGood-T20.ipynb │ ├── Iterative-Model-RuWikiGood-T50.ipynb │ ├── Iterative-Model.ipynb │ ├── Results-T20-T50-Itar-Intra.ipynb │ ├── Results-T20-T50.ipynb │ ├── Results-T20.ipynb │ ├── TopicBank-20NewsGroups-T20-Intra.ipynb │ ├── TopicBank-20NewsGroups-T20.ipynb │ ├── TopicBank-20NewsGroups-T50-Intra.ipynb │ ├── TopicBank-20NewsGroups-T50.ipynb │ ├── TopicBank-MKB10-T20-Intra.ipynb │ ├── TopicBank-MKB10-T20.ipynb │ ├── TopicBank-MKB10-T50-Intra.ipynb │ ├── TopicBank-MKB10-T50.ipynb │ ├── TopicBank-PostNauka-T20-Intra.ipynb │ ├── TopicBank-PostNauka-T20.ipynb │ ├── TopicBank-PostNauka-T50-Intra.ipynb │ ├── TopicBank-PostNauka-T50.ipynb │ ├── TopicBank-RTL-Wiki-Person-T20.ipynb │ ├── TopicBank-RTL-Wiki-Person-T50.ipynb │ ├── TopicBank-RuWikiGood-T20.ipynb │ ├── TopicBank-RuWikiGood-T50.ipynb │ ├── results │ ├── 20newsgroups │ │ ├── ablation_study │ │ │ ├── iterative2_1000000000_0-0-1.json │ │ │ ├── iterative2_1000000000_0-1-0.json │ │ │ ├── iterative2_1000000000_0-1-1.json │ │ │ ├── iterative2_1000000000_1-0-0.json │ │ │ ├── iterative2_1000000000_1-0-1.json │ │ │ ├── iterative2_1000000000_1-1-0.json │ │ │ ├── iterative2_100000000_1-0-0.json │ │ │ ├── iterative2_100000000_1-0-1.json │ │ │ ├── iterative2_100000000_1-1-0.json │ │ │ ├── iterative2_1000000_0-0-1.json │ │ │ ├── iterative2_1000000_0-1-0.json │ │ │ ├── iterative2_1000000_0-1-1.json │ │ │ ├── iterative2_1000000_1-0-0.json │ │ │ ├── iterative2_1000000_1-0-1.json │ │ │ ├── iterative2_1000000_1-1-0.json │ │ │ ├── iterative_1000000_0-0-1.json │ │ │ ├── iterative_1000000_0-1-0.json │ │ │ ├── iterative_1000000_0-1-1.json │ │ │ ├── iterative_1000000_1-0-0.json │ │ │ ├── iterative_1000000_1-0-1.json │ │ │ ├── iterative_1000000_1-1-0.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ ├── iterative_100000_1-1-0.json │ │ │ ├── iterative_1000_0-0-1.json │ │ │ ├── iterative_1000_0-1-0.json │ │ │ ├── iterative_1000_0-1-1.json │ │ │ ├── iterative_1000_1-0-0.json │ │ │ ├── iterative_1000_1-0-1.json │ │ │ └── iterative_1000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000.json │ │ ├── iterative2_1000000.json │ │ ├── iterative2_10000000.json │ │ ├── iterative2_100000000.json │ │ ├── iterative2_1000000000.json │ │ ├── iterative_100.json │ │ ├── iterative_1000.json │ │ ├── iterative_100000.json │ │ ├── iterative_1000000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── mkb10 │ │ ├── ablation_study │ │ │ ├── iterative2_1000000000_1-0-0.json │ │ │ ├── iterative2_1000000000_1-0-1.json │ │ │ ├── iterative2_1000000000_1-1-0.json │ │ │ ├── iterative2_100000000_1-0-0.json │ │ │ ├── iterative2_100000000_1-0-1.json │ │ │ ├── iterative2_100000000_1-1-0.json │ │ │ ├── iterative_1000000_1-0-0.json │ │ │ ├── iterative_1000000_1-0-1.json │ │ │ ├── iterative_1000000_1-1-0.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ └── iterative_100000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative2_1000000000.json │ │ ├── iterative_100000.json │ │ ├── iterative_1000000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── postnauka │ │ ├── _iterative_100000.json │ │ ├── ablation_study │ │ │ ├── iterative2_100000000_0-0-1.json │ │ │ ├── iterative2_100000000_0-1-0.json │ │ │ ├── iterative2_100000000_0-1-1.json │ │ │ ├── iterative2_100000000_1-0-0.json │ │ │ ├── iterative2_100000000_1-0-1.json │ │ │ ├── iterative2_100000000_1-1-0.json │ │ │ ├── iterative_100000_0-0-1.json │ │ │ ├── iterative_100000_0-1-0.json │ │ │ ├── iterative_100000_0-1-1.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ └── iterative_100000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_10000000.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_10000.json │ │ ├── iterative_100000.json │ │ ├── iterative_100000_new.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── rtlwikiperson │ │ ├── ablation_study │ │ │ ├── iterative2_10000000000_1-0-0.json │ │ │ ├── iterative2_10000000000_1-0-1.json │ │ │ ├── iterative2_10000000000_1-1-0.json │ │ │ ├── iterative2_1000000000_1-0-0.json │ │ │ ├── iterative2_1000000000_1-0-1.json │ │ │ ├── iterative2_1000000000_1-1-0.json │ │ │ ├── iterative_1000000_1-0-0.json │ │ │ ├── iterative_1000000_1-0-1.json │ │ │ ├── iterative_1000000_1-1-0.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ └── iterative_100000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative2_1000000000.json │ │ ├── iterative2_10000000000.json │ │ ├── iterative_100000.json │ │ ├── iterative_1000000.json │ │ ├── iterative_10000000_unfinished.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ └── ruwikigood │ │ ├── _iterative_1000000.json │ │ ├── _iterative_10000000.json │ │ ├── ablation_study │ │ ├── iterative2_100000000000_1-0-0.json │ │ ├── iterative2_100000000000_1-0-1.json │ │ ├── iterative2_100000000000_1-1-0.json │ │ ├── iterative2_10000000000_1-0-0.json │ │ ├── iterative2_10000000000_1-0-1.json │ │ ├── iterative2_10000000000_1-1-0.json │ │ ├── iterative2_1000000000_1-0-0.json │ │ ├── iterative2_1000000000_1-0-1.json │ │ ├── iterative2_1000000000_1-1-0.json │ │ ├── iterative_10000000_1-0-0.json │ │ ├── iterative_10000000_1-0-1.json │ │ ├── iterative_10000000_1-1-0.json │ │ ├── iterative_1000000_1-0-0.json │ │ ├── iterative_1000000_1-0-1.json │ │ └── iterative_1000000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ ├── bertopic_0.json │ │ ├── bertopic_1.json │ │ ├── bertopic_10.json │ │ ├── bertopic_11.json │ │ ├── bertopic_12.json │ │ ├── bertopic_13.json │ │ ├── bertopic_14.json │ │ ├── bertopic_15.json │ │ ├── bertopic_16.json │ │ ├── bertopic_17.json │ │ ├── bertopic_18.json │ │ ├── bertopic_19.json │ │ ├── bertopic_2.json │ │ ├── bertopic_3.json │ │ ├── bertopic_4.json │ │ ├── bertopic_5.json │ │ ├── bertopic_6.json │ │ ├── bertopic_7.json │ │ ├── bertopic_8.json │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_1000000000.json │ │ ├── iterative2_10000000000.json │ │ ├── iterative2_100000000000.json │ │ ├── iterative_1000000.json │ │ ├── iterative_10000000.json │ │ ├── iterative_100000000_unfinished.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── results50 │ ├── 20newsgroups │ │ ├── ablation_study │ │ │ ├── iterative2_100000000_1-0-0.json │ │ │ ├── iterative2_100000000_1-0-1.json │ │ │ ├── iterative2_100000000_1-1-0.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ └── iterative_100000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_100000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── mkb10 │ │ ├── ablation_study │ │ │ ├── iterative2_100000000_1-0-0.json │ │ │ ├── iterative2_100000000_1-0-1.json │ │ │ ├── iterative2_100000000_1-1-0.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ └── iterative_100000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_100000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── postnauka │ │ ├── _iterative2_100000000.json │ │ ├── _iterative_100000.json │ │ ├── ablation_study │ │ │ ├── _iterative_100000_1-0-1.json │ │ │ ├── iterative2_100000000_1-0-0.json │ │ │ ├── iterative2_100000000_1-0-1.json │ │ │ ├── iterative2_100000000_1-1-0.json │ │ │ ├── iterative_100000_1-0-0.json │ │ │ ├── iterative_100000_1-0-1.json │ │ │ └── iterative_100000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_100000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── rtlwikiperson │ │ ├── ablation_study │ │ │ ├── iterative2_1000000000_1-0-0.json │ │ │ ├── iterative2_1000000000_1-0-1.json │ │ │ ├── iterative2_1000000000_1-1-0.json │ │ │ ├── iterative_1000000_1-0-0.json │ │ │ ├── iterative_1000000_1-0-1.json │ │ │ └── iterative_1000000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_1000000000.json │ │ ├── iterative_1000000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ └── ruwikigood │ │ ├── ablation_study │ │ ├── iterative2_10000000000_1-0-0.json │ │ ├── iterative2_10000000000_1-0-1.json │ │ ├── iterative2_10000000000_1-1-0.json │ │ ├── iterative_1000000_1-0-0.json │ │ ├── iterative_1000000_1-0-1.json │ │ └── iterative_1000000_1-1-0.json │ │ ├── bertopic.json │ │ ├── bertopic │ │ ├── bertopic_0.json │ │ ├── bertopic_1.json │ │ ├── bertopic_10.json │ │ ├── bertopic_11.json │ │ ├── bertopic_12.json │ │ ├── bertopic_13.json │ │ ├── bertopic_14.json │ │ ├── bertopic_15.json │ │ ├── bertopic_16.json │ │ ├── bertopic_17.json │ │ ├── bertopic_18.json │ │ ├── bertopic_19.json │ │ ├── bertopic_2.json │ │ ├── bertopic_3.json │ │ ├── bertopic_4.json │ │ ├── bertopic_5.json │ │ ├── bertopic_6.json │ │ ├── bertopic_7.json │ │ ├── bertopic_8.json │ │ └── bertopic_9.json │ │ ├── decorrelation.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_10000000000.json │ │ ├── iterative_1000000.json │ │ ├── lda.json │ │ ├── lda_with_cohs.json │ │ ├── plsa.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse.json │ │ ├── sparse_with_cohs.json │ │ ├── tless.json │ │ └── tless_with_cohs.json │ ├── results50_intra │ ├── 20newsgroups │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_100000.json │ │ ├── lda_with_cohs.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse_with_cohs.json │ │ └── tless_with_cohs.json │ ├── mkb10 │ │ ├── bertopic.json │ │ ├── bertopic │ │ │ ├── bertopic_0.json │ │ │ ├── bertopic_1.json │ │ │ ├── bertopic_10.json │ │ │ ├── bertopic_11.json │ │ │ ├── bertopic_12.json │ │ │ ├── bertopic_13.json │ │ │ ├── bertopic_14.json │ │ │ ├── bertopic_15.json │ │ │ ├── bertopic_16.json │ │ │ ├── bertopic_17.json │ │ │ ├── bertopic_18.json │ │ │ ├── bertopic_19.json │ │ │ ├── bertopic_2.json │ │ │ ├── bertopic_3.json │ │ │ ├── bertopic_4.json │ │ │ ├── bertopic_5.json │ │ │ ├── bertopic_6.json │ │ │ ├── bertopic_7.json │ │ │ ├── bertopic_8.json │ │ │ └── bertopic_9.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_100000.json │ │ ├── lda_with_cohs.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse_with_cohs.json │ │ └── tless_with_cohs.json │ └── postnauka │ │ ├── bertopic.json │ │ ├── bertopic │ │ ├── bertopic_0.json │ │ ├── bertopic_1.json │ │ ├── bertopic_10.json │ │ ├── bertopic_11.json │ │ ├── bertopic_12.json │ │ ├── bertopic_13.json │ │ ├── bertopic_14.json │ │ ├── bertopic_15.json │ │ ├── bertopic_16.json │ │ ├── bertopic_17.json │ │ ├── bertopic_18.json │ │ ├── bertopic_19.json │ │ ├── bertopic_2.json │ │ ├── bertopic_3.json │ │ ├── bertopic_4.json │ │ ├── bertopic_5.json │ │ ├── bertopic_6.json │ │ ├── bertopic_7.json │ │ ├── bertopic_8.json │ │ └── bertopic_9.json │ │ ├── decorrelation_with_cohs.json │ │ ├── iterative2_100000000.json │ │ ├── iterative_100000.json │ │ ├── lda_with_cohs.json │ │ ├── plsa_with_cohs.json │ │ ├── sparse_with_cohs.json │ │ └── tless_with_cohs.json │ └── results_intra │ ├── 20newsgroups │ ├── bertopic.json │ ├── bertopic │ │ ├── bertopic_0.json │ │ ├── bertopic_1.json │ │ ├── bertopic_10.json │ │ ├── bertopic_11.json │ │ ├── bertopic_12.json │ │ ├── bertopic_13.json │ │ ├── bertopic_14.json │ │ ├── bertopic_15.json │ │ ├── bertopic_16.json │ │ ├── bertopic_17.json │ │ ├── bertopic_18.json │ │ ├── bertopic_19.json │ │ ├── bertopic_2.json │ │ ├── bertopic_3.json │ │ ├── bertopic_4.json │ │ ├── bertopic_5.json │ │ ├── bertopic_6.json │ │ ├── bertopic_7.json │ │ ├── bertopic_8.json │ │ └── bertopic_9.json │ ├── decorrelation_with_cohs.json │ ├── iterative2_100000000.json │ ├── iterative_100000.json │ ├── lda_with_cohs.json │ ├── plsa_with_cohs.json │ ├── sparse_with_cohs.json │ └── tless_with_cohs.json │ ├── mkb10 │ ├── bertopic.json │ ├── bertopic │ │ ├── bertopic_0.json │ │ ├── bertopic_1.json │ │ ├── bertopic_10.json │ │ ├── bertopic_11.json │ │ ├── bertopic_12.json │ │ ├── bertopic_13.json │ │ ├── bertopic_14.json │ │ ├── bertopic_15.json │ │ ├── bertopic_16.json │ │ ├── bertopic_17.json │ │ ├── bertopic_18.json │ │ ├── bertopic_19.json │ │ ├── bertopic_2.json │ │ ├── bertopic_3.json │ │ ├── bertopic_4.json │ │ ├── bertopic_5.json │ │ ├── bertopic_6.json │ │ ├── bertopic_7.json │ │ ├── bertopic_8.json │ │ └── bertopic_9.json │ ├── decorrelation_with_cohs.json │ ├── iterative2_100000000.json │ ├── iterative2_100000000_no_decorr_good.json │ ├── iterative_100000.json │ ├── iterative_100000_no_decorr_good.json │ ├── lda_with_cohs.json │ ├── plsa_with_cohs.json │ ├── sparse_with_cohs.json │ └── tless_with_cohs.json │ └── postnauka │ ├── bertopic.json │ ├── bertopic │ ├── bertopic_0.json │ ├── bertopic_1.json │ ├── bertopic_10.json │ ├── bertopic_11.json │ ├── bertopic_12.json │ ├── bertopic_13.json │ ├── bertopic_14.json │ ├── bertopic_15.json │ ├── bertopic_16.json │ ├── bertopic_17.json │ ├── bertopic_18.json │ ├── bertopic_19.json │ ├── bertopic_2.json │ ├── bertopic_3.json │ ├── bertopic_4.json │ ├── bertopic_5.json │ ├── bertopic_6.json │ ├── bertopic_7.json │ ├── bertopic_8.json │ └── bertopic_9.json │ ├── decorrelation_with_cohs.json │ ├── iterative2_100000000.json │ ├── iterative2_100000000_no_decorr_good.json │ ├── iterative_100000.json │ ├── iterative_100000_no_decorr_good.json │ ├── lda_with_cohs.json │ ├── plsa_with_cohs.json │ ├── sparse_with_cohs.json │ └── tless_with_cohs.json ├── requirements.txt ├── run_search.py ├── sample ├── README.md ├── cooc_values.json ├── optimize_scores.sh ├── vocab.txt └── vw.txt └── topnum ├── README.md ├── __init__.py ├── configs ├── 20NG.yml ├── Brown.yml ├── PN.yml ├── Reuters.yml ├── SO.yml ├── WikiRef220.yml └── ruwikigood.yml ├── data ├── __init__.py ├── base_text_collection.py └── vowpal_wabbit_text_collection.py ├── model_constructor.py ├── scores ├── README.md ├── __init__.py ├── _base_coherence_score.py ├── arun.py ├── base_custom_score.py ├── base_default_score.py ├── base_score.py ├── base_topic_score.py ├── calinski_harabasz.py ├── dataset_utils.py ├── diversity_score.py ├── entropy_score.py ├── holdout_perplexity_score.py ├── intratext_coherence_score.py ├── lift.py ├── likelihood.py ├── perplexity_score.py ├── plavin.py ├── silhouette.py ├── simple_toptok_coherence_score.py ├── sophisticated_toptok_coherence_score.py ├── sparsity_phi_score.py └── sparsity_theta_score.py ├── search_methods ├── __init__.py ├── base_search_method.py ├── constants.py ├── optimize_scores_method.py ├── renormalization_method.py ├── stability_method.py └── topic_bank │ ├── README.md │ ├── __init__.py │ ├── bank_update_method.py │ ├── docs │ └── images │ │ └── topic_bank_concept.png │ ├── one_model_train_funcs.py │ ├── phi_initialization │ ├── __init__.py │ ├── arora.py │ ├── cdc.py │ ├── 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