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Model: TingChenChang/multi-qa-mpnet-zh
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ModelHub XC
2026-07-31 14:52:17 +08:00
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eval/mse_evaluation_TED2020-en-zh-tw-dev.tsv.gz_results.csv Normal file
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epoch,steps,MSE
0,1000,0.09204786620102823
0,2000,0.08162449230439961
0,3000,0.07583714905194938
0,4000,0.07227175519801676
0,5000,0.06990365218371153
0,6000,0.06809314945712686
0,7000,0.06643632077611983
0,8000,0.06556767039000988
0,9000,0.06475779809989035
0,10000,0.06360668339766562
0,11000,0.0628375040832907
0,-1,0.06280211382545531
1,1000,0.061956571880728006
1,2000,0.061449845088645816
1 epoch steps MSE
2 0 1000 0.09204786620102823
3 0 2000 0.08162449230439961
4 0 3000 0.07583714905194938
5 0 4000 0.07227175519801676
6 0 5000 0.06990365218371153
7 0 6000 0.06809314945712686
8 0 7000 0.06643632077611983
9 0 8000 0.06556767039000988
10 0 9000 0.06475779809989035
11 0 10000 0.06360668339766562
12 0 11000 0.0628375040832907
13 0 -1 0.06280211382545531
14 1 1000 0.061956571880728006
15 1 2000 0.061449845088645816

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eval/similarity_evaluation_STS.en-en.txt_results.csv Normal file
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epoch,steps,cosine_pearson,cosine_spearman,euclidean_pearson,euclidean_spearman,manhattan_pearson,manhattan_spearman,dot_pearson,dot_spearman
0,1000,0.8293205844619254,0.8419787459033459,0.6794723390345381,0.6755838576503266,0.6873264253805316,0.6802846430734095,0.5835118931200658,0.6811414629857533
0,2000,0.8392547412093986,0.8531016445052206,0.7949954282862768,0.789470177026649,0.7990578438745793,0.7926245351247616,0.6037096488371273,0.6793743920404666
0,3000,0.8440305704195653,0.8590774732882158,0.8384963401666484,0.8337122980725012,0.8396253453417017,0.833892964451506,0.6258701335552779,0.679714967384718
0,4000,0.8455026897990299,0.8613800086291485,0.8569539373110111,0.8519661370933485,0.8564639789206823,0.8518119940763678,0.6537428335174124,0.6858026555640757
0,5000,0.8449729472713324,0.8616717656114137,0.8626858626651913,0.8568245251023716,0.8611406568485954,0.8570251801020322,0.6704330864524474,0.695898830978032
0,6000,0.8409848384757502,0.8576725038940407,0.8635957827579509,0.856077258207084,0.8618113883489208,0.8543390170031278,0.6756650613031925,0.6972069324413366
0,7000,0.8401698762558922,0.8601514772519164,0.8640678580302994,0.8574368688082323,0.8622511906951611,0.8562191005344302,0.6815197298817903,0.699455652265119
0,8000,0.8362533929441562,0.8562898294998277,0.8640951977766022,0.8585889052718008,0.8617517010923053,0.8553223033807749,0.6798684454902298,0.6973779889065645
0,9000,0.8391277129089909,0.8588452977713673,0.8651653142353873,0.8602133650966393,0.8631801846419191,0.8575671792390465,0.697210858023822,0.7185690019741673
0,10000,0.8367924301102642,0.8574979878598532,0.866188861356406,0.8610674942331255,0.8641034381716037,0.8581483868242702,0.7067120087052444,0.7259790142892193
0,11000,0.8349516318951811,0.857133195532884,0.8659704546340554,0.8604878242341061,0.8636599641909686,0.8577282413939463,0.6995912775700288,0.7206827986085228
0,-1,0.831226376686493,0.8539830657968331,0.8613179607488938,0.8572615839809427,0.8591360541705144,0.8541706513137574,0.7063382811746434,0.7254470094625329
1,1000,0.8323427897537439,0.8547841482092713,0.8624871875056543,0.8567364982921757,0.860175446962519,0.8537055314869578,0.719176042516346,0.7408747650398845
1,2000,0.8299299745229648,0.8540257338140025,0.8605322920042283,0.8555479441562552,0.8584797330282151,0.8524277973511882,0.71705446492131,0.738827853405416
1 epoch steps cosine_pearson cosine_spearman euclidean_pearson euclidean_spearman manhattan_pearson manhattan_spearman dot_pearson dot_spearman
2 0 1000 0.8293205844619254 0.8419787459033459 0.6794723390345381 0.6755838576503266 0.6873264253805316 0.6802846430734095 0.5835118931200658 0.6811414629857533
3 0 2000 0.8392547412093986 0.8531016445052206 0.7949954282862768 0.789470177026649 0.7990578438745793 0.7926245351247616 0.6037096488371273 0.6793743920404666
4 0 3000 0.8440305704195653 0.8590774732882158 0.8384963401666484 0.8337122980725012 0.8396253453417017 0.833892964451506 0.6258701335552779 0.679714967384718
5 0 4000 0.8455026897990299 0.8613800086291485 0.8569539373110111 0.8519661370933485 0.8564639789206823 0.8518119940763678 0.6537428335174124 0.6858026555640757
6 0 5000 0.8449729472713324 0.8616717656114137 0.8626858626651913 0.8568245251023716 0.8611406568485954 0.8570251801020322 0.6704330864524474 0.695898830978032
7 0 6000 0.8409848384757502 0.8576725038940407 0.8635957827579509 0.856077258207084 0.8618113883489208 0.8543390170031278 0.6756650613031925 0.6972069324413366
8 0 7000 0.8401698762558922 0.8601514772519164 0.8640678580302994 0.8574368688082323 0.8622511906951611 0.8562191005344302 0.6815197298817903 0.699455652265119
9 0 8000 0.8362533929441562 0.8562898294998277 0.8640951977766022 0.8585889052718008 0.8617517010923053 0.8553223033807749 0.6798684454902298 0.6973779889065645
10 0 9000 0.8391277129089909 0.8588452977713673 0.8651653142353873 0.8602133650966393 0.8631801846419191 0.8575671792390465 0.697210858023822 0.7185690019741673
11 0 10000 0.8367924301102642 0.8574979878598532 0.866188861356406 0.8610674942331255 0.8641034381716037 0.8581483868242702 0.7067120087052444 0.7259790142892193
12 0 11000 0.8349516318951811 0.857133195532884 0.8659704546340554 0.8604878242341061 0.8636599641909686 0.8577282413939463 0.6995912775700288 0.7206827986085228
13 0 -1 0.831226376686493 0.8539830657968331 0.8613179607488938 0.8572615839809427 0.8591360541705144 0.8541706513137574 0.7063382811746434 0.7254470094625329
14 1 1000 0.8323427897537439 0.8547841482092713 0.8624871875056543 0.8567364982921757 0.860175446962519 0.8537055314869578 0.719176042516346 0.7408747650398845
15 1 2000 0.8299299745229648 0.8540257338140025 0.8605322920042283 0.8555479441562552 0.8584797330282151 0.8524277973511882 0.71705446492131 0.738827853405416

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eval/similarity_evaluation_STS.zh-tw-zh-tw.txt_results.csv Normal file
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epoch,steps,cosine_pearson,cosine_spearman,euclidean_pearson,euclidean_spearman,manhattan_pearson,manhattan_spearman,dot_pearson,dot_spearman
0,1000,0.7629035906621146,0.7842249006495091,0.6364538956940605,0.6778165271861408,0.6345425314339904,0.6757520820715905,0.4553958475246221,0.5255485892665057
0,2000,0.7728511131886094,0.7925252371910556,0.7658483887580377,0.7777408297401831,0.7640118586220203,0.7766239245385841,0.5772313479729435,0.6113671931928488
0,3000,0.7717732641920682,0.791849290937038,0.7869922776113134,0.7931611737552232,0.7854899603821509,0.7921327806295796,0.6171805011997781,0.6381881563508299
0,4000,0.7724162686622553,0.7923886389766995,0.790915871059518,0.7954684307582307,0.7896909884887545,0.7945062083581826,0.6448460305114796,0.6608874972414434
0,5000,0.7684965594506217,0.789283168797404,0.7886069782120985,0.7932858207677319,0.787740338731014,0.7924920118454298,0.6564664964056413,0.6713145555362676
0,6000,0.7714017927595153,0.7911862415524744,0.7916391258065215,0.7960746801386601,0.7906596467745164,0.7952187711994523,0.6690895386313114,0.680620292642491
0,7000,0.7678474502411792,0.7898492178203845,0.7896621734201098,0.7945579434594102,0.7884672224588058,0.7932743430076358,0.6762158598785418,0.687038119490821
0,8000,0.7593730377523233,0.7844028886921589,0.7849030508330415,0.7911690273786037,0.7837849870407047,0.7898803390908001,0.6715549278768641,0.6822155385641808
0,9000,0.7639119935275679,0.788172982702887,0.787013146306845,0.7925746422340025,0.7858035596456088,0.790980941487723,0.6786354862920582,0.6899100048896932
0,10000,0.764337988821277,0.7871166639806947,0.7870095215051055,0.7921322416626823,0.7858631069321597,0.790981571786479,0.6826810617410292,0.6925308871297546
0,11000,0.7593929462609824,0.7855116210087307,0.7832003934991564,0.7892605222622866,0.7820261439746802,0.7878934022844406,0.6814442199982291,0.6927030963239129
0,-1,0.7589438927950686,0.7844964480115055,0.7837516178200493,0.7897560726543602,0.7827171436580161,0.788543609024197,0.6829991777770029,0.6927768300912257
1,1000,0.7569817070645236,0.7822452756968289,0.7824767122551421,0.7881050700425756,0.7813848935252531,0.7870529702501794,0.6816892630925534,0.691691777734857
1,2000,0.7545730587369087,0.7809866043899912,0.7824811256864898,0.7884474222727358,0.7814010859740413,0.7871373275387907,0.6800608547341389,0.6905093056947363
1 epoch steps cosine_pearson cosine_spearman euclidean_pearson euclidean_spearman manhattan_pearson manhattan_spearman dot_pearson dot_spearman
2 0 1000 0.7629035906621146 0.7842249006495091 0.6364538956940605 0.6778165271861408 0.6345425314339904 0.6757520820715905 0.4553958475246221 0.5255485892665057
3 0 2000 0.7728511131886094 0.7925252371910556 0.7658483887580377 0.7777408297401831 0.7640118586220203 0.7766239245385841 0.5772313479729435 0.6113671931928488
4 0 3000 0.7717732641920682 0.791849290937038 0.7869922776113134 0.7931611737552232 0.7854899603821509 0.7921327806295796 0.6171805011997781 0.6381881563508299
5 0 4000 0.7724162686622553 0.7923886389766995 0.790915871059518 0.7954684307582307 0.7896909884887545 0.7945062083581826 0.6448460305114796 0.6608874972414434
6 0 5000 0.7684965594506217 0.789283168797404 0.7886069782120985 0.7932858207677319 0.787740338731014 0.7924920118454298 0.6564664964056413 0.6713145555362676
7 0 6000 0.7714017927595153 0.7911862415524744 0.7916391258065215 0.7960746801386601 0.7906596467745164 0.7952187711994523 0.6690895386313114 0.680620292642491
8 0 7000 0.7678474502411792 0.7898492178203845 0.7896621734201098 0.7945579434594102 0.7884672224588058 0.7932743430076358 0.6762158598785418 0.687038119490821
9 0 8000 0.7593730377523233 0.7844028886921589 0.7849030508330415 0.7911690273786037 0.7837849870407047 0.7898803390908001 0.6715549278768641 0.6822155385641808
10 0 9000 0.7639119935275679 0.788172982702887 0.787013146306845 0.7925746422340025 0.7858035596456088 0.790980941487723 0.6786354862920582 0.6899100048896932
11 0 10000 0.764337988821277 0.7871166639806947 0.7870095215051055 0.7921322416626823 0.7858631069321597 0.790981571786479 0.6826810617410292 0.6925308871297546
12 0 11000 0.7593929462609824 0.7855116210087307 0.7832003934991564 0.7892605222622866 0.7820261439746802 0.7878934022844406 0.6814442199982291 0.6927030963239129
13 0 -1 0.7589438927950686 0.7844964480115055 0.7837516178200493 0.7897560726543602 0.7827171436580161 0.788543609024197 0.6829991777770029 0.6927768300912257
14 1 1000 0.7569817070645236 0.7822452756968289 0.7824767122551421 0.7881050700425756 0.7813848935252531 0.7870529702501794 0.6816892630925534 0.691691777734857
15 1 2000 0.7545730587369087 0.7809866043899912 0.7824811256864898 0.7884474222727358 0.7814010859740413 0.7871373275387907 0.6800608547341389 0.6905093056947363

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eval/translation_evaluation_TED2020-en-zh-tw-dev.tsv.gz_results.csv Normal file
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epoch,steps,src2trg,trg2src
0,1000,0.907,0.875
0,2000,0.922,0.903
0,3000,0.918,0.898
0,4000,0.919,0.901
0,5000,0.918,0.899
0,6000,0.913,0.892
0,7000,0.907,0.894
0,8000,0.915,0.899
0,9000,0.912,0.893
0,10000,0.912,0.897
0,11000,0.918,0.894
0,-1,0.916,0.889
1,1000,0.915,0.897
1,2000,0.915,0.897
1 epoch steps src2trg trg2src
2 0 1000 0.907 0.875
3 0 2000 0.922 0.903
4 0 3000 0.918 0.898
5 0 4000 0.919 0.901
6 0 5000 0.918 0.899
7 0 6000 0.913 0.892
8 0 7000 0.907 0.894
9 0 8000 0.915 0.899
10 0 9000 0.912 0.893
11 0 10000 0.912 0.897
12 0 11000 0.918 0.894
13 0 -1 0.916 0.889
14 1 1000 0.915 0.897
15 1 2000 0.915 0.897