Exploring and Visualizing Multilingual Cultural Heritage Data Using Multi-Layer Semantic Graphs and Transformers

by Isabella Gagliardi and Maria Teresa Artese

Submitted to MDPI Journal Electronics


3rd September 2024


additional materials, in progress ...

Results for different hyperparameters for UMAP and HDBSCAN/Mean Shift, using different pre-trained large language models


cookIT_mostfreq_h_dimu, with clustering algorithm HDBscan k=1 paramenters L1_3_10_1
cookIT_mostfreq_h_dimu, with clustering algorithm HDBscan k=2 paramenters L1_3_10_1
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L1_3_0.5
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L1_3_0.5
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.5
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.5
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.6
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.6
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.7
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.7
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.9
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.9
cookIT_mostfreq_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_1.0
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_1.0
querylab_descr_mysql_h_romu, with clustering algorithm HDBscan k=1 paramenters L1_3_10_5
querylab_descr_mysql_h_romu, with clustering algorithm HDBscan k=2 paramenters L1_3_10_5
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L1_3_0.5
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L1_3_0.5
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.5
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.5
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.6
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.6
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.7
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.7
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.9
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.9
querylab_descr_mysql_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_1.0
querylab_intangible_tag_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_1.0
querylab_intangible_tag_h_mimu, with clustering algorithm HDBscan k=1 paramenters L1_15_15_5
querylab_intangible_tag_h_mimu, with clustering algorithm HDBscan k=2 paramenters L1_15_15_5
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=1 paramenters L1_3_0.5
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=2 paramenters L1_3_0.5
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.5
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.5
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.6
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.6
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.7
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.7
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.9
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.9
querylab_intangible_tag_m_romu, with clustering algorithm Mean Shift k=1 paramenters L2_3_1.0
wiki_mysql_food_compl_m_romu, with clustering algorithm Mean Shift k=2 paramenters L2_3_1.0
wiki_mysql_food_compl_h_mimu, with clustering algorithm HDBscan k=1 paramenters L1_15_15_1
wiki_mysql_food_compl_h_mimu, with clustering algorithm HDBscan k=2 paramenters L1_15_15_1
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L1_3_0.5
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L1_3_0.5
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.5
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.5
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.6
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.6
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.7
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.7
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_0.9
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=2 paramenters L2_3_0.9
wiki_mysql_food_compl_m_mimu, with clustering algorithm Mean Shift k=1 paramenters L2_3_1.0
wiki_mysql_food_compl, with k=2 hyperparameters L2_3_1.0


IMATI - CNR
IMATI-MI Multimedia Information Systems Lab

2024/09/03