jfarray/Model_paraphrase-multilingual-MiniLM-L12-v2_10_Epochs
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初始化项目，由ModelHub XC社区提供模型

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Model: jfarray/Model_paraphrase-multilingual-MiniLM-L12-v2_10_Epochs
Source: Original Platform
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ModelHub XC
2026-05-13 18:19:21 +08:00
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epoch,steps,cosine_pearson,cosine_spearman,euclidean_pearson,euclidean_spearman,manhattan_pearson,manhattan_spearman,dot_pearson,dot_spearman
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7,7,0.21420190134353412,0.10680697223796014,0.27675508570872154,0.20725638660461312,0.24186251288305788,0.21361394447592028,-0.12455360215288487,-0.12587964585188158
7,8,0.21645026196433806,0.10172092594091442,0.2761444006221833,0.20725638660461312,0.24125188708784914,0.21742847919870456,-0.12377177825448628,-0.10426394908943727
7,9,0.22286079056372027,0.15130987733711018,0.27877264965306475,0.20725638660461312,0.24396431079954845,0.21361394447592028,-0.12179269208541561,-0.10426394908943727
7,10,0.23122815713146896,0.18436917826790739,0.2835259992180892,0.20344185188182884,0.24937644684566754,0.21361394447592028,-0.11908345315473651,-0.10426394908943727
7,11,0.24216318805702505,0.24540173383245603,0.2860408717915275,0.20344185188182884,0.2520832596188477,0.21361394447592028,-0.11740692582805182,-0.15639592363415591
7,-1,0.24216318805702505,0.24540173383245603,0.2860408717915275,0.20344185188182884,0.2520832596188477,0.21361394447592028,-0.11740692582805182,-0.15639592363415591
8,1,0.25294166558646647,0.22378603707001168,0.29011244179406315,0.22887208336705742,0.25682359945176886,0.23904417596114885,-0.11509096650856725,-0.18436917826790739
8,2,0.2622935912563509,0.22378603707001168,0.29289268397505336,0.23904417596114885,0.2599580753132145,0.23904417596114885,-0.112430410048435,-0.18436917826790739
8,3,0.27104532649976876,0.22378603707001168,0.29674964192285147,0.2670174305949003,0.2644797350861832,0.23904417596114885,-0.10968006373146001,-0.18436917826790739
8,4,0.27895444179717416,0.22378603707001168,0.3011209419224611,0.2670174305949003,0.2697632502410179,0.23904417596114885,-0.10668206985283309,-0.18436917826790739
8,5,0.283491134282999,0.24540173383245603,0.3044886979337975,0.2670174305949003,0.27400794922087224,0.23904417596114885,-0.10443841763435,-0.18436917826790739
8,6,0.2861747002555699,0.24540173383245603,0.30675132886264217,0.2670174305949003,0.2770374549433133,0.23904417596114885,-0.10246617181096561,-0.18436917826790739
8,7,0.2886264806646882,0.24540173383245603,0.30878661083417724,0.2670174305949003,0.27961443941124076,0.23904417596114885,-0.10061906658479479,-0.18436917826790739
8,8,0.2914339862389273,0.24540173383245603,0.3103283980970281,0.2670174305949003,0.28176846244348364,0.23904417596114885,-0.09905729129105022,-0.18436917826790739
8,9,0.2911890493099097,0.24540173383245603,0.31049180253997416,0.2670174305949003,0.28228673477993727,0.23904417596114885,-0.09833265094117871,-0.18436917826790739
8,10,0.29200218576776604,0.24540173383245603,0.31078316979233733,0.2670174305949003,0.28270730529699895,0.23904417596114885,-0.0974441234703406,-0.18436917826790739
8,11,0.293420331190866,0.24540173383245603,0.31096802014588076,0.2670174305949003,0.2829948098288711,0.24285871068393314,-0.09660089681014779,-0.18436917826790739
8,-1,0.293420331190866,0.24540173383245603,0.31096802014588076,0.2670174305949003,0.2829948098288711,0.24285871068393314,-0.09660089681014779,-0.18436917826790739
9,1,0.29463937483609337,0.24540173383245603,0.31168539565094466,0.2670174305949003,0.2839298080937795,0.2708319653176846,-0.09565350259718645,-0.18436917826790739
9,2,0.29456085713046626,0.24540173383245603,0.3117763673783413,0.2670174305949003,0.284173381938314,0.2708319653176846,-0.09507122053882232,-0.18436917826790739
9,3,0.2945316495533631,0.24540173383245603,0.31183208760406406,0.2670174305949003,0.28433283265901993,0.2708319653176846,-0.09474798693136255,-0.18436917826790739
9,4,0.2936192489747766,0.24540173383245603,0.3107599221510276,0.2670174305949003,0.28301977563315467,0.2708319653176846,-0.09470454464413451,-0.18436917826790739
9,5,0.29392046841328023,0.23777266438688743,0.3099499680549142,0.2708319653176846,0.28199791497778504,0.2708319653176846,-0.09436308095465824,-0.18436917826790739
9,6,0.29421910892606756,0.23777266438688743,0.3094527514225266,0.2708319653176846,0.2813610595238485,0.2708319653176846,-0.09407980757539504,-0.18436917826790739
9,7,0.294694690411905,0.23777266438688743,0.30940350371130576,0.2708319653176846,0.28127404241625253,0.2708319653176846,-0.09373056781591102,-0.18436917826790739
9,8,0.29477064411391,0.23777266438688743,0.30922414739227044,0.2708319653176846,0.28101273684097156,0.2708319653176846,-0.09344269461192596,-0.18436917826790739
9,9,0.29497815679311795,0.23777266438688743,0.3093610186024877,0.2708319653176846,0.2811635566862548,0.2708319653176846,-0.09316760178216572,-0.18436917826790739
9,10,0.2947714373060331,0.23777266438688743,0.30930056621703345,0.2708319653176846,0.2810973598079407,0.2708319653176846,-0.09310644106453599,-0.18436917826790739
9,11,0.2947452818294745,0.23777266438688743,0.3093278218890188,0.2708319653176846,0.28113436432455097,0.2708319653176846,-0.09305635600832704,-0.18436917826790739
9,-1,0.2947452818294745,0.23777266438688743,0.3093278218890188,0.2708319653176846,0.28113436432455097,0.2708319653176846,-0.09305635600832704,-0.18436917826790739
1 epoch steps cosine_pearson cosine_spearman euclidean_pearson euclidean_spearman manhattan_pearson manhattan_spearman dot_pearson dot_spearman
2 0 1 0.4106261751588814 0.41069823848644194 0.39567371234645116 0.4539296320113305 0.37736095233478156 0.4081552153379191 -0.05937455447312464 -0.24667324540671745
3 0 2 0.41651035397112773 0.45265812043706916 0.3937387457625293 0.3878110301497362 0.3750556809078104 0.4081552153379191 -0.07328423584445982 -0.24667324540671745
4 0 3 0.42157881063609787 0.46028718988263767 0.38691224392868884 0.4412145162687163 0.3670265583083535 0.4195988195062719 -0.0935159873529215 -0.18818371299069164
5 0 4 0.4219259914762841 0.481902886645082 0.3761279511169032 0.40179765746661195 0.35561511251100175 0.40052614589235047 -0.11305814893721415 -0.20598487503035168
6 0 5 0.4102992885751593 0.4933464908134349 0.36150098927587404 0.37763893755564476 0.34209274958274805 0.3712813796843376 -0.13025984799854368 -0.3051627778227432
7 0 6 0.37651464126789436 0.41832730793201056 0.3421487981177414 0.33695056717927896 0.32434513916357155 0.3356790556050176 -0.14034304011710794 -0.3598377755159847
8 0 7 0.32319127935624076 0.2733749884662075 0.3199151281004368 0.27591801161473034 0.30353717608186204 0.2746465000404689 -0.14656782947809885 -0.381453472278429
9 0 8 0.2624759097672902 0.2695604537434232 0.293466480518489 0.22632906021853458 0.27689224229094295 0.23014359494131884 -0.15521023250898014 -0.37255289125859903
10 0 9 0.18643805105274264 0.15639592363415591 0.2528034590438682 0.23014359494131884 0.23485887962601204 0.21742847919870456 -0.16834616110426084 -0.38653951857547475
11 0 10 0.11969861937792727 0.0762906944556858 0.21017368838438502 0.14495231946580303 0.19251280144497956 0.11825057640631301 -0.1797115236720293 -0.3560232407932004
12 0 11 0.06397899433131118 -0.01398662731687573 0.1608451180356569 0.10299243751517584 0.1426965836553944 0.054674997693241495 -0.18965318295799125 -0.3712813796843376
13 0 -1 0.06397899433131118 -0.01398662731687573 0.1608451180356569 0.10299243751517584 0.1426965836553944 0.054674997693241495 -0.18965318295799125 -0.3712813796843376
14 1 1 0.010524927836981104 -0.12842266900040444 0.09322474088304644 0.05086046297045721 0.0687045506580136 0.006357557871307151 -0.20240662763043885 -0.36365231023876904
15 1 2 -0.017675961772208603 -0.13350871529745015 0.06825809478884814 0.00381453472278429 0.0453439602334941 -0.01398662731687573 -0.20164385468895424 -0.3331360324564947
16 1 3 -0.03011421391073029 -0.23904417596114885 0.06173478972803007 0.01780116203966002 0.04087404127097281 -0.01398662731687573 -0.19789834409132298 -0.30261975467422036
17 1 4 -0.027890767969658725 -0.2619313842978546 0.07637457985186541 -0.012715115742614302 0.0566883553316959 0.02924476620801289 -0.18963885028494126 -0.2873616157830832
18 1 5 -0.04004376401195804 -0.3051627778227432 0.052706553489229625 -0.012715115742614302 0.029663850727734118 -0.01907267361392145 -0.19453584898133444 -0.2873616157830832
19 1 6 -0.054372631887607464 -0.32296393986240324 0.02247690246879877 -0.08773429862403868 -0.00524840786148028 -0.09409185649534582 -0.20107794256711695 -0.2733749884662075
20 1 7 -0.07327866796846358 -0.3115203356940504 -0.022142093756691142 -0.15893894678267878 -0.054659054116731505 -0.14113778474301875 -0.2071083550606776 -0.2593883611493318
21 1 8 -0.08615159897809209 -0.28609010420882175 -0.05779091101643137 -0.15003836576284876 -0.09316134794260485 -0.14622383104006448 -0.2101161953789501 -0.2593883611493318
22 1 9 -0.09594135008226419 -0.2682889421691617 -0.09448186712475778 -0.19581278243626024 -0.13550485109812388 -0.24285871068393314 -0.21155943968747729 -0.23141510651558028
23 1 10 -0.09155295060443958 -0.18691220141643022 -0.10960095936041375 -0.1983558055847831 -0.16275986335424275 -0.24158719910967172 -0.21229822802333156 -0.2695604537434232
24 1 11 -0.06187076481398492 -0.14495231946580303 -0.07699048000894976 -0.040688370376365766 -0.14098145542342583 -0.11570755325779014 -0.207119732562768 -0.2695604537434232
25 1 -1 -0.06187076481398492 -0.14495231946580303 -0.07699048000894976 -0.040688370376365766 -0.14098145542342583 -0.11570755325779014 -0.207119732562768 -0.2695604537434232
26 2 1 -0.03255777178281436 -0.07120464815864008 -0.03821893191136488 -0.045774416673411485 -0.10396620619854707 -0.12715115742614302 -0.19453286882237444 -0.2695604537434232
27 2 2 -0.0032893430517299503 0.0025430231485228604 -0.0037618488660964176 -0.0012715115742614302 -0.06681662618022005 -0.02924476620801289 -0.1635004965638843 -0.22124301392148887
28 2 3 0.015857113944296567 0.10299243751517584 0.01468550876839963 0.0025430231485228604 -0.04711612573177659 -0.022887208336705742 -0.12528874695801676 -0.19708429401052166
29 2 4 0.015801689152062048 0.05086046297045721 0.013819213729611236 0.0025430231485228604 -0.04718522080113322 -0.03305930093079718 -0.10606256928859016 -0.19199824771347596
30 2 5 -0.002340201329506811 0.031787789356535756 -0.0031865365029976754 0.0025430231485228604 -0.06662641683252482 -0.054674997693241495 -0.11980047365252748 -0.20852789817887454
31 2 6 -0.011751455469205285 0.010172092594091442 -0.01645293838264101 0.0025430231485228604 -0.08143389224334845 -0.04450290509915005 -0.12317611357587267 -0.24667324540671745
32 2 7 -0.022229406009818493 0.022887208336705742 -0.03059835089288744 -0.01907267361392145 -0.09580959332495027 -0.04450290509915005 -0.12535055637428008 -0.24667324540671745
33 2 8 -0.03768783163248228 -0.010172092594091442 -0.0473104343466776 -0.01907267361392145 -0.11253422677485489 -0.06357557871307151 -0.13879926694053574 -0.2225145254957503
34 2 9 -0.037379685660760026 -0.01780116203966002 -0.047916184386079884 -0.012715115742614302 -0.11402557074142765 -0.09663487964386869 -0.1390719346572019 -0.19199824771347596
35 2 10 -0.03316019034943963 -0.022887208336705742 -0.04481329171666349 -0.012715115742614302 -0.11258195050833633 -0.10044941436665299 -0.14234738982418466 -0.2492162685552403
36 2 11 -0.02090921349496955 -0.022887208336705742 -0.03671162286247917 -0.00890058101983001 -0.10767342236121023 -0.09027732177256154 -0.13775504773467426 -0.21615696762444314
37 2 -1 -0.02090921349496955 -0.022887208336705742 -0.03671162286247917 -0.00890058101983001 -0.10767342236121023 -0.09027732177256154 -0.13775504773467426 -0.21615696762444314
38 3 1 -0.030122638463459802 -0.022887208336705742 -0.04533236831524494 -0.01525813889113716 -0.11844494723012336 -0.09027732177256154 -0.1499540653357626 -0.25557382642654747
39 3 2 -0.03499242416188924 -0.07247615973290152 -0.05024235187796268 -0.031787789356535756 -0.12544221028696645 -0.08137674075273153 -0.15899078667620253 -0.2581168495750703
40 3 3 -0.030101684117309443 -0.07247615973290152 -0.045785087200671475 -0.03941685880210433 -0.12298045406208104 -0.09790639121813012 -0.16166421616490959 -0.2581168495750703
41 3 4 -0.018392647109678795 -0.034330812505058615 -0.032226418955371344 -0.025430231485228605 -0.11189227141001606 -0.11697906483205156 -0.16125520486417927 -0.24285871068393314
42 3 5 -0.004222040765444905 -0.05594650926750292 -0.01834463319642487 -0.025430231485228605 -0.09992655075021963 -0.09536336806960725 -0.16054618491455425 -0.24285871068393314
43 3 6 0.015008641638438057 -0.05594650926750292 -0.002529281115247077 -0.011443604168352871 -0.08469469726888403 -0.08137674075273153 -0.16077857390784017 -0.24285871068393314
44 3 7 0.042003149655349264 0.011443604168352871 0.018440906694661894 -0.0025430231485228604 -0.06371004944870552 -0.048317439821934344 -0.15898619500996042 -0.24285871068393314
45 3 8 0.058220925311202286 0.05976104399028721 0.031108705009034145 0.05848953241602578 -0.048901448743304946 -0.03051627778227432 -0.160811640140161 -0.22887208336705742
46 3 9 0.07471449254431813 0.0839197639012544 0.0478808176625412 0.08010522917847009 -0.028185808118208085 0.01652965046539859 -0.1618833557671143 -0.22887208336705742
47 3 10 0.0770499175675193 0.09409185649534582 0.061250625063528234 0.08137674075273153 -0.008930482178091385 0.022887208336705742 -0.1650433190307382 -0.22887208336705742
48 3 11 0.08141847750784448 0.057218020841764354 0.08128369302428537 0.10299243751517584 0.01688928208312896 0.0381453472278429 -0.16567436470071775 -0.20979940975313596
49 3 -1 0.08141847750784448 0.057218020841764354 0.08128369302428537 0.10299243751517584 0.01688928208312896 0.0381453472278429 -0.16567436470071775 -0.20979940975313596
50 4 1 0.07634485101964444 0.0025430231485228604 0.09555839623647985 0.09917790279239155 0.03823509146862936 0.052131974544718636 -0.1672462904458947 -0.20979940975313596
51 4 2 0.06710933218878008 -0.026701743059490034 0.10605479473892146 0.09917790279239155 0.056359135182206394 0.05340348611898007 -0.1683273070174047 -0.20979940975313596
52 4 3 0.07201727616873489 -0.026701743059490034 0.12741450169023305 0.15385290048563305 0.084122966378303 0.06484709028733295 -0.16661962653030254 -0.20979940975313596
53 4 4 0.08052142602141382 -0.026701743059490034 0.1417967716420176 0.17038255095103164 0.10253183919296664 0.13350871529745015 -0.1645792451500799 -0.18182615511938452
54 4 5 0.09626825736618978 -0.026701743059490034 0.16041344161542634 0.19199824771347596 0.12430637875216104 0.18055464354512307 -0.16103077311486624 -0.18182615511938452
55 4 6 0.11357353705242959 -0.0012715115742614302 0.18320766950741413 0.19581278243626024 0.15007237443455354 0.18436917826790739 -0.1555555205037696 -0.16656801622824735
56 4 7 0.13706492388894317 0.02797325463375146 0.20786959732118965 0.1780116203966002 0.17763802053717231 0.19581278243626024 -0.14897527830927423 -0.16656801622824735
57 4 8 0.16035046385761156 0.07501918288142438 0.23230109942272947 0.19326975928773737 0.20457647800465048 0.19326975928773737 -0.14030038747657644 -0.19708429401052166
58 4 9 0.1795435014714412 0.13605173844597301 0.24770362447157948 0.19326975928773737 0.22176429676645734 0.19326975928773737 -0.13299365743578936 -0.19708429401052166
59 4 10 0.19240730058413158 0.16402499307972448 0.2616949490088366 0.19708429401052166 0.23751826947924037 0.19708429401052166 -0.12677792171627292 -0.2250575486442731
60 4 11 0.20322924782632065 0.16402499307972448 0.2788026803681999 0.19708429401052166 0.25700498297667135 0.19708429401052166 -0.11857192925154157 -0.23904417596114885
61 4 -1 0.20322924782632065 0.16402499307972448 0.2788026803681999 0.19708429401052166 0.25700498297667135 0.19708429401052166 -0.11857192925154157 -0.23904417596114885
62 5 1 0.2167148354195988 0.17546859724807737 0.2970966789985337 0.227600571792796 0.2775287269055567 0.18691220141643022 -0.10956208551754683 -0.21615696762444314
63 5 2 0.2342541272533144 0.17546859724807737 0.31224380943671876 0.227600571792796 0.29336920657043436 0.18691220141643022 -0.10294748084599689 -0.21615696762444314
64 5 3 0.24056033070169486 0.20852789817887454 0.3172854234006855 0.227600571792796 0.29822121117964473 0.21488545605018167 -0.10256895603056826 -0.21615696762444314
65 5 4 0.24661598040848576 0.20852789817887454 0.3193635293915088 0.25557382642654747 0.2993791296653484 0.21488545605018167 -0.10366863506017948 -0.21615696762444314
66 5 5 0.2496006342565398 0.18309766669364594 0.31671696599967997 0.227600571792796 0.2948436237623708 0.18309766669364594 -0.10659989633587595 -0.21615696762444314
67 5 6 0.24980644120787918 0.17928313197086163 0.31147296546967945 0.22378603707001168 0.28744968716481 0.18309766669364594 -0.11029938894754743 -0.20598487503035168
68 5 7 0.24579407556753846 0.17419708567381592 0.30600059681931324 0.22378603707001168 0.280763186238965 0.18309766669364594 -0.11436916435251283 -0.22887208336705742
69 5 8 0.24373185413587736 0.17928313197086163 0.2997540594645137 0.22378603707001168 0.2733080763264731 0.19326975928773737 -0.1170751217739402 -0.20089882873330597
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