-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
2 changed files
with
48 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,24 @@ | ||
| model,fold-1_MAP@5,fold-1_nDCG@5,fold-2_MAP@5,fold-2_nDCG@5,fold-3_MAP@5,fold-3_nDCG@5,fold-4_MAP@5,fold-4_nDCG@5,fold-5_MAP@5,fold-5_nDCG@5,MAP@5_mean,MAP@5_std,nDCG@5_mean,nDCG@5_std | ||
| Node2Vec based model + cosine similarity;q=1.0;p=1.0;embedding_size=64,0.1600878863134658,0.19954961549032815,0.16287058498896248,0.2024592578460117,0.16277538631346578,0.2012326341753395,0.16066294150110375,0.19875264974410886,0.1593962472406181,0.19739395464783305,0.16115860927152317,0.0014172426030834712,0.19987762238072423,0.0017912373377005077 | ||
| Node2Vec based model + cosine similarity;q=0.6;p=0.8;embedding_size=64,0.16160030353200883,0.1997488093020992,0.16364445364238409,0.20256629055639191,0.1643416114790287,0.20402062014535985,0.16225151766004417,0.1998536096311566,0.15656691501103753,0.19538397843191424,0.16168096026490067,0.002735685334059311,0.20031466161338435,0.002954601697090369 | ||
| ComplEx based model + cosine similarity;embedding_dim=100;entity_initializer=None;relation_initializer=None;regularizer=None;epochs=25;seed=42,0.0013672737306843269,0.002039499691466628,0.0013653421633554083,0.0021687844743759404,0.0015607064017660042,0.0021770241056600125,0.001644039735099338,0.002535436663116384,0.001380794701986755,0.0022745351734540227,0.0014636313465783667,0.00011642870466945273,0.002239056021614598,0.00016595724312165014 | ||
| DistMult based model + cosine similarity;embedding_dim=50;entity_initializer=None;entity_constrainer=None;relation_initializer=None;regularizer=None;epochs=25;seed=42;triples=all,0.001939293598233996,0.0029199049912615282,0.0022913907284768213,0.003169346608223393,0.0010275938189845475,0.0015773919909795446,0.001467439293598234,0.0021835427749401243,0.0028374724061810156,0.0038283094239968357,0.0019126379690949228,0.0006294422800596025,0.0027356991578802855,0.0007826022307633959 | ||
| RESCAL based model + cosine similarity;embedding_dim=50;entity_initializer=None;relation_initializer=None;regularizer=None;epochs=25;seed=42;triples=ratings,0.008855408388520971,0.01351816153173388,0.00737141280353201,0.010969136758193778,0.007114790286975717,0.010813008732848399,0.007837058498896248,0.011962010908820198,0.0075638796909492274,0.01168890294412449,0.007748509933774834,0.0006018232631673291,0.01179024417514415,0.0009648501175785017 | ||
| RotatE based model + cosine similarity;embedding_dim=200;entity_initializer=None;relation_initializer=None;relation_constrainer=None;regularizer=None;epochs=25;seed=42;triples=all,0.003490066225165563,0.005551318040398405,0.00352469646799117,0.005457639379824811,0.0033934878587196468,0.005338390162691894,0.0035198675496688737,0.005567320792010512,0.004140590507726269,0.006604303772081992,0.0036137417218543044,0.0002676260276283908,0.005703794429401523,0.00045758141695717694 | ||
| TransD based model + cosine similarity;embedding_dim=150;relation_dim=None;entity_initializer=None;entity_constrainer=None;relation_initializer=None;relation_constrainer=None;epochs=25;seed=42;triples=ratings,0.0021396247240618098,0.00315417208725606,0.0022985651214128037,0.0037228143649832633,0.0023980408388520973,0.003920396677171554,0.002025662251655629,0.003357970172345386,0.002496826710816777,0.004044976633082216,0.0022717439293598236,0.0001704958771989111,0.0036400659869676956,0.00033617142998049746 | ||
| TransE based model + cosine similarity;embedding_dim=150;scoring_fct_norm=1;entity_initializer=None;relation_initializer=None;relation_constrainer=None;regularizer=None;epochs=25;seed=42;triples=ratings,0.0035491169977924946,0.0054648070584703,0.003991169977924945,0.006156109247481938,0.003903421633554084,0.006379337128947633,0.0037164735099337745,0.005819937315900744,0.003678669977924945,0.005909355905952648,0.0037677704194260483,0.00015917801043053838,0.005945909331350653,0.00031006714080239093 | ||
| TransH based model + cosine similarity;embedding_dim=150;scoring_fct_norm=2;entity_initializer=None;regularizer=None;relation_initializer=None;relation_regularizer=None;epochs=25;seed=42;triples=ratings,0.001594646799116998,0.00256190987270732,0.0015480132450331127,0.0024074190667211933,0.0017066777041942606,0.002550652695802872,0.0013358167770419426,0.0021377691701860613,0.0014166666666666668,0.002325323589684632,0.0015203642384105961,0.00013100078305707566,0.0023966148790204155,0.00015700341609407783 | ||
| TransR based model + cosine similarity;embedding_dim=150;relation_dim=90;scoring_fct_norm=2;entity_initializer=None;entity_constrainer=None;relation_initializer=None;relation_constrainer=None;epochs=25;seed=42;triples=all,0.000641280353200883,0.001076640642314169,0.0007218543046357615,0.0010756116579436947,0.0007130242825607064,0.0011185772051989003,0.0006826710816777041,0.0010655490144076253,0.0008863134657836645,0.0014623930123785348,0.0007290286975717439,8.354030406519898e-05,0.0011597543064485849,0.00015241275767209904 | ||
| TuckER based model + cosine similarity;embedding_dim=200;relation_dim=None;dropout_0=0.3;dropout_1=0.4;dropout_2=0.5;apply_batch_normalization=True;relation_initializer=None;core_tensor_initializer=None;epochs=25;seed=42;triples=ratings,0.00021081677704194263,0.00027673145184368633,0.00039072847682119203,0.0005022386865560988,0.0001892935982339956,0.00031044794573588624,0.00019536423841059604,0.0002912971950407512,0.00018267108167770423,0.00023709753456961362,0.00023377483443708615,7.902792679091853e-05,0.0003235625627492072,9.252843714033725e-05 | ||
| EPHEN based model + cosine similarity;embedding_model=sentence-transformers/distiluse-base-multilingual-cased-v2;embedding_model_kwargs=None;embed_with=abstract;iterations=30;mi=0.5.,0.016669977924944814,0.024801201020606765,0.016142384105960264,0.024495225285040095,0.016471854304635762,0.024618511384895677,0.01667798013245033,0.024769774857728705,0.016596302428256073,0.024996549779940952,0.01651169977924945,0.00019891730134331963,0.024736252465642438,0.00017032546567010402 | ||
| "EPHEN based model + cosine similarity;embedding_model=deepwalk_based;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'walk_len': 10, 'p': 1.0, 'q': 1.0, 'n_walks': 50, 'embedding_size': 64, 'epochs': 1}};embed_with=graph;iterations=30;mi=0.5.",0.16568115342163356,0.20441419161554447,0.16041432119205296,0.20129571439954477,0.16048275386313465,0.19900919310684442,0.15978366445916117,0.19857077193816722,0.159310706401766,0.19650339024537888,0.16113451986754967,0.0023137185491829432,0.19995865226109594,0.0026983730718614443 | ||
| "EPHEN based model + cosine similarity;embedding_model=deepwalk_based;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'walk_len': 10, 'p': 0.8, 'q': 0.6, 'n_walks': 50, 'embedding_size': 64, 'epochs': 1}};embed_with=graph;iterations=30;mi=0.5.",0.1636730132450331,0.2015727966777158,0.1630703642384106,0.20207296084406653,0.15999406732891833,0.19908559425887737,0.16129539183222957,0.20091526717118569,0.15984464679911697,0.19744258551068045,0.16157549668874172,0.0015626531020118716,0.2002178408925052,0.0017174285139393444 | ||
| "EPHEN based model + cosine similarity;embedding_model=complEx;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 100, 'epochs': 25, 'seed': 42, 'triples': 'ratings'}};embed_with=graph;iterations=30;mi=0.5.",0.0011479028697571744,0.001979715089341441,0.0013653421633554083,0.0021687844743759404,0.0015607064017660042,0.0021770241056600125,0.001644039735099338,0.002535436663116384,0.001380794701986755,0.0022745351734540227,0.001419757174392936,0.00017236773617199707,0.0022270991011895604,0.0001813445247271743 | ||
| "EPHEN based model + cosine similarity;embedding_model=distMult;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 50, 'epochs': 25, 'seed': 42, 'triples': 'all'}};embed_with=graph;iterations=30;mi=0.5.",0.001939293598233996,0.0029199049912615282,0.0022913907284768213,0.003169346608223393,0.0010275938189845475,0.0015773919909795446,0.001467439293598234,0.0021835427749401243,0.0028374724061810156,0.0038283094239968357,0.0019126379690949228,0.0006294422800596025,0.0027356991578802855,0.0007826022307633959 | ||
| "EPHEN based model + cosine similarity;embedding_model=rESCAL;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 50, 'epochs': 25, 'seed': 42, 'triples': 'ratings'}};embed_with=graph;iterations=30;mi=0.5.",0.008855408388520971,0.01351816153173388,0.00737141280353201,0.010969136758193778,0.007114790286975717,0.010813008732848399,0.007837058498896248,0.011962010908820198,0.0075638796909492274,0.01168890294412449,0.007748509933774834,0.0006018232631673291,0.01179024417514415,0.0009648501175785017 | ||
| "EPHEN based model + cosine similarity;embedding_model=rotatE;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 200, 'epochs': 25, 'seed': 42, 'triples': 'all'}};embed_with=graph;iterations=30;mi=0.5.",0.003490066225165563,0.005551318040398405,0.00352469646799117,0.005457639379824811,0.0033934878587196468,0.005338390162691894,0.0035198675496688737,0.005567320792010512,0.004140590507726269,0.006604303772081992,0.0036137417218543044,0.0002676260276283908,0.005703794429401523,0.00045758141695717694 | ||
| "EPHEN based model + cosine similarity;embedding_model=transD;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 150, 'epochs': 25, 'seed': 42, 'triples': 'ratings'}};embed_with=graph;iterations=30;mi=0.5.",0.0021396247240618098,0.00315417208725606,0.0022985651214128037,0.0037228143649832633,0.0023980408388520973,0.003920396677171554,0.002025662251655629,0.003357970172345386,0.002496826710816777,0.004044976633082216,0.0022717439293598236,0.0001704958771989111,0.0036400659869676956,0.00033617142998049746 | ||
| "EPHEN based model + cosine similarity;embedding_model=transE;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 150, 'scoring_fct_norm': 1, 'epochs': 25, 'seed': 42, 'triples': 'ratings'}};embed_with=graph;iterations=30;mi=0.5.",0.0035491169977924946,0.0054648070584703,0.003991169977924945,0.006156109247481938,0.003903421633554084,0.006379337128947633,0.0037164735099337745,0.005819937315900744,0.003678669977924945,0.005909355905952648,0.0037677704194260483,0.00015917801043053838,0.005945909331350653,0.00031006714080239093 | ||
| "EPHEN based model + cosine similarity;embedding_model=transH;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 150, 'scoring_fct_norm': 2, 'epochs': 25, 'seed': 42, 'triples': 'ratings'}};embed_with=graph;iterations=30;mi=0.5.",0.001594646799116998,0.00256190987270732,0.0015480132450331127,0.0024074190667211933,0.0017066777041942606,0.002550652695802872,0.0013358167770419426,0.0021377691701860613,0.0014166666666666668,0.002325323589684632,0.0015203642384105961,0.00013100078305707566,0.0023966148790204155,0.00015700341609407783 | ||
| "EPHEN based model + cosine similarity;embedding_model=transR;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 150, 'relation_dim': 90, 'scoring_fct_norm': 2, 'epochs': 25, 'seed': 42, 'triples': 'all'}};embed_with=graph;iterations=30;mi=0.5.",0.000641280353200883,0.001076640642314169,0.0007218543046357615,0.0010756116579436947,0.0007130242825607064,0.0011185772051989003,0.0006826710816777041,0.0010655490144076253,0.0008863134657836645,0.0014623930123785348,0.0007290286975717439,8.354030406519898e-05,0.0011597543064485849,0.00015241275767209904 | ||
| "EPHEN based model + cosine similarity;embedding_model=tuckER;embedding_model_kwargs={'config': {'save_weights': True}, 'parameters': {'embedding_dim': 200, 'epochs': 25, 'seed': 42, 'triples': 'ratings'}};embed_with=graph;iterations=30;mi=0.5.",0.00021081677704194263,0.00027673145184368633,0.00039072847682119203,0.0005022386865560988,0.0001892935982339956,0.00031044794573588624,0.00019536423841059604,0.0002912971950407512,0.00018267108167770423,0.00023709753456961362,0.00023377483443708615,7.902792679091853e-05,0.0003235625627492072,9.252843714033725e-05 |
Oops, something went wrong.