gloamxun/modeling_zhaocui
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

整理 Q1-Q3 实验代码与结果

Browse Source
This commit is contained in:
gloamxun
2026-09-24 16:25:15 +08:00
parent 0261ecdfba
commit 8f5c2c3be6
247 changed files with 69828 additions and 19 deletions
Download Patch File Download Diff File Expand all files Collapse all files
deep_learning/Q2/outputs/algorithm_selection/summary.csv
+5
View File
@@ -0,0 +1,5 @@
method,representation,n_seeds,clean_accuracy,clean_accuracy_sd,clean_macro_f1,clean_macro_f1_sd,clean_mae,clean_mae_sd,clean_pearson,clean_pearson_sd,corrupt_accuracy_mean,corrupt_accuracy_sd,corrupt_macro_f1_mean,corrupt_macro_f1_sd,corrupt_macro_f1_worst,corrupt_mae_mean,corrupt_mae_sd,corrupt_pearson_mean,corrupt_pearson_sd,f1_rate_10,accuracy_rate_10,mae_rate_10,f1_rate_20,accuracy_rate_20,mae_rate_20,f1_rate_30,accuracy_rate_30,mae_rate_30,pareto_nondominated
concat,provided_word_aligned_50,3,0.6259157509157509,0.012689016905266455,0.5803030257575643,0.01849482950112713,0.6362011035283407,0.0035474183737517766,0.6131094378711319,0.003049322677391937,0.6226800976800976,0.011084117339613314,0.5751264735191365,0.016846851540436875,0.5160231153138954,0.6402280900213454,0.004374268275822229,0.6068152054284395,0.004485336212715804,0.5774116129988989,0.6244505494505495,0.6361218094825745,0.5732483562656322,0.6214285714285714,0.6398131450017294,0.5747194512928783,0.6221611721611722,0.6447493155797323,True
gate,provided_word_aligned_50,3,0.6213369963369964,0.0106695789356511,0.570042406396691,0.0192417246427628,0.6392609675725301,0.010298306434114075,0.61843647657748,0.008153726338115605,0.6170940170940171,0.011429412792673272,0.5654484786987964,0.018209275544794713,0.4977788775985414,0.6432029167811076,0.00818900735475074,0.6097108251803484,0.008038674969140262,0.5690117947676202,0.6205128205128205,0.6386720657348633,0.5668714434894636,0.6183150183150183,0.6423242449760437,0.5604621978393048,0.6124542124542125,0.6486124396324157,True
crossattn,provided_word_aligned_50,3,0.6039377289377289,0.011682555697960702,0.5402080959251137,0.04931996722297363,0.6486262281735738,0.0247913008377115,0.5962298100136721,0.016314693282960167,0.6013125763125764,0.00904432495782142,0.5394035484113701,0.047085193081398864,0.4615384615384615,0.6492320696512858,0.023553864046032207,0.5917838426035978,0.015944508668008214,0.5437388259395578,0.6055860805860807,0.6467597643534342,0.5379114650369052,0.5998168498168498,0.6491282820701599,0.5365603542576471,0.5985347985347985,0.6518081625302632,False
concat,equal_window_resampled_unaligned,3,0.586996336996337,0.010491244722884272,0.5005019574320758,0.013925639871727626,0.6615431904792786,0.005397772426619935,0.581966026863303,0.009642037378255953,0.5905677655677655,0.006480515023060099,0.5042920441199125,0.015580461355158729,0.4641572706698656,0.6651763810051813,0.004962154081458186,0.5766306314815771,0.010310184996660417,0.5042141077437426,0.5906593406593407,0.6621770620346069,0.503384597978282,0.5899267399267399,0.6627050677935282,0.5052774266377128,0.5911172161172161,0.6706470131874084,True
1 method representation n_seeds clean_accuracy clean_accuracy_sd clean_macro_f1 clean_macro_f1_sd clean_mae clean_mae_sd clean_pearson clean_pearson_sd corrupt_accuracy_mean corrupt_accuracy_sd corrupt_macro_f1_mean corrupt_macro_f1_sd corrupt_macro_f1_worst corrupt_mae_mean corrupt_mae_sd corrupt_pearson_mean corrupt_pearson_sd f1_rate_10 accuracy_rate_10 mae_rate_10 f1_rate_20 accuracy_rate_20 mae_rate_20 f1_rate_30 accuracy_rate_30 mae_rate_30 pareto_nondominated
2 concat provided_word_aligned_50 3 0.6259157509157509 0.012689016905266455 0.5803030257575643 0.01849482950112713 0.6362011035283407 0.0035474183737517766 0.6131094378711319 0.003049322677391937 0.6226800976800976 0.011084117339613314 0.5751264735191365 0.016846851540436875 0.5160231153138954 0.6402280900213454 0.004374268275822229 0.6068152054284395 0.004485336212715804 0.5774116129988989 0.6244505494505495 0.6361218094825745 0.5732483562656322 0.6214285714285714 0.6398131450017294 0.5747194512928783 0.6221611721611722 0.6447493155797323 True
3 gate provided_word_aligned_50 3 0.6213369963369964 0.0106695789356511 0.570042406396691 0.0192417246427628 0.6392609675725301 0.010298306434114075 0.61843647657748 0.008153726338115605 0.6170940170940171 0.011429412792673272 0.5654484786987964 0.018209275544794713 0.4977788775985414 0.6432029167811076 0.00818900735475074 0.6097108251803484 0.008038674969140262 0.5690117947676202 0.6205128205128205 0.6386720657348633 0.5668714434894636 0.6183150183150183 0.6423242449760437 0.5604621978393048 0.6124542124542125 0.6486124396324157 True
4 crossattn provided_word_aligned_50 3 0.6039377289377289 0.011682555697960702 0.5402080959251137 0.04931996722297363 0.6486262281735738 0.0247913008377115 0.5962298100136721 0.016314693282960167 0.6013125763125764 0.00904432495782142 0.5394035484113701 0.047085193081398864 0.4615384615384615 0.6492320696512858 0.023553864046032207 0.5917838426035978 0.015944508668008214 0.5437388259395578 0.6055860805860807 0.6467597643534342 0.5379114650369052 0.5998168498168498 0.6491282820701599 0.5365603542576471 0.5985347985347985 0.6518081625302632 False
5 concat equal_window_resampled_unaligned 3 0.586996336996337 0.010491244722884272 0.5005019574320758 0.013925639871727626 0.6615431904792786 0.005397772426619935 0.581966026863303 0.009642037378255953 0.5905677655677655 0.006480515023060099 0.5042920441199125 0.015580461355158729 0.4641572706698656 0.6651763810051813 0.004962154081458186 0.5766306314815771 0.010310184996660417 0.5042141077437426 0.5906593406593407 0.6621770620346069 0.503384597978282 0.5899267399267399 0.6627050677935282 0.5052774266377128 0.5911172161172161 0.6706470131874084 True