Add files using upload-large-folder tool

ASV5/TCM/WavLM/seed240/add22_test_track1/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.950295515050645,
+  "ACC": 0.5237044295277429,
+  "EER": 0.44351794410273165,
+  "EER_CI": 0.0030580109051478455,
+  "EER_CI_LOW": 0.4404905555697708,
+  "EER_CI_HIGH": 0.4466065773800665,
+  "F1_SCORE": 0.5165915339853102,
+  "add22_test_track1": {
+    "ACC": 0.5237044295277429,
+    "EER": 0.44351794410273165,
+    "EER_CI": 0.0030580109051478455,
+    "EER_CI_LOW": 0.4404905555697708,
+    "EER_CI_HIGH": 0.4466065773800665,
+    "F1_SCORE": 0.5165915339853102
+  }
+}

ASV5/TCM/WavLM/seed240/add22_test_track3/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.8320142026281296,
+  "ACC": 0.621231111216213,
+  "EER": 0.35002023119588155,
+  "EER_CI": 0.003139969321920566,
+  "EER_CI_LOW": 0.3469584713621872,
+  "EER_CI_HIGH": 0.35323841000602835,
+  "F1_SCORE": 0.5565440114134597,
+  "add22_test_track3": {
+    "ACC": 0.621231111216213,
+    "EER": 0.35002023119588155,
+    "EER_CI": 0.003139969321920566,
+    "EER_CI_LOW": 0.3469584713621872,
+    "EER_CI_HIGH": 0.35323841000602835,
+    "F1_SCORE": 0.5565440114134597
+  }
+}

ASV5/TCM/WavLM/seed240/add23_test_R1/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.0127809181085654,
+  "ACC": 0.7611452454097306,
+  "EER": 0.24218456811358519,
+  "EER_CI": 0.002833065120963943,
+  "EER_CI_LOW": 0.23950616649670192,
+  "EER_CI_HIGH": 0.2451722967386298,
+  "F1_SCORE": 0.7316064294838963,
+  "add23_test_R1": {
+    "ACC": 0.7611452454097306,
+    "EER": 0.24218456811358519,
+    "EER_CI": 0.002833065120963943,
+    "EER_CI_LOW": 0.23950616649670192,
+    "EER_CI_HIGH": 0.2451722967386298,
+    "F1_SCORE": 0.7316064294838963
+  }
+}

ASV5/TCM/WavLM/seed240/add23_test_R2/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.2551269944744146,
+  "ACC": 0.7259974509820472,
+  "EER": 0.29857389583977056,
+  "EER_CI": 0.003098359835224218,
+  "EER_CI_LOW": 0.2952873352998057,
+  "EER_CI_HIGH": 0.30148405497025416,
+  "F1_SCORE": 0.6780000130378337,
+  "add23_test_R2": {
+    "ACC": 0.7259974509820472,
+    "EER": 0.29857389583977056,
+    "EER_CI": 0.003098359835224218,
+    "EER_CI_LOW": 0.2952873352998057,
+    "EER_CI_HIGH": 0.30148405497025416,
+    "F1_SCORE": 0.6780000130378337
+  }
+}

ASV5/TCM/WavLM/seed240/asvspoof2019_la_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 4.500993104060242,
+  "ACC": 0.3147662029563289,
+  "EER": 0.12264283435909226,
+  "EER_CI": 0.0031480000426644603,
+  "EER_CI_LOW": 0.11918205365249966,
+  "EER_CI_HIGH": 0.12547805373782858,
+  "F1_SCORE": 0.30663798264634384,
+  "asvspoof2019_la_eval": {
+    "ACC": 0.3147662029563289,
+    "EER": 0.12264283435909226,
+    "EER_CI": 0.0031480000426644603,
+    "EER_CI_LOW": 0.11918205365249966,
+    "EER_CI_HIGH": 0.12547805373782858,
+    "F1_SCORE": 0.30663798264634384
+  }
+}

ASV5/TCM/WavLM/seed240/asvspoof21_df_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 3.4733496366497363,
+  "ACC": 0.46052900401909685,
+  "EER": 0.1495335755534193,
+  "EER_CI": 0.0023222708481299287,
+  "EER_CI_LOW": 0.14708703846330673,
+  "EER_CI_HIGH": 0.1517315801595666,
+  "F1_SCORE": 0.3656750447374466,
+  "asvspoof21_df_eval": {
+    "ACC": 0.46052900401909685,
+    "EER": 0.1495335755534193,
+    "EER_CI": 0.0023222708481299287,
+    "EER_CI_LOW": 0.14708703846330673,
+    "EER_CI_HIGH": 0.1517315801595666,
+    "F1_SCORE": 0.3656750447374466
+  }
+}

ASV5/TCM/WavLM/seed240/asvspoof21_la_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 5.466163400181734,
+  "ACC": 0.20154410970737502,
+  "EER": 0.14814925918703947,
+  "EER_CI": 0.002526669189569772,
+  "EER_CI_LOW": 0.1458797891815315,
+  "EER_CI_HIGH": 0.15093312756067104,
+  "F1_SCORE": 0.20154194461701835,
+  "asvspoof21_la_eval": {
+    "ACC": 0.20154410970737502,
+    "EER": 0.14814925918703947,
+    "EER_CI": 0.002526669189569772,
+    "EER_CI_LOW": 0.1458797891815315,
+    "EER_CI_HIGH": 0.15093312756067104,
+    "F1_SCORE": 0.20154194461701835
+  }
+}

ASV5/TCM/WavLM/seed240/asvspoof5_test/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 0.7838764018766237,
+  "ACC": 0.8437175920349484,
+  "EER": 0.08583309647435011,
+  "EER_CI": 0.0008249949013726596,
+  "EER_CI_LOW": 0.08509310203022935,
+  "EER_CI_HIGH": 0.08674309183297467,
+  "F1_SCORE": 0.803040835130428,
+  "asvspoof5_test": {
+    "ACC": 0.8437175920349484,
+    "EER": 0.08583309647435011,
+    "EER_CI": 0.0008249949013726596,
+    "EER_CI_LOW": 0.08509310203022935,
+    "EER_CI_HIGH": 0.08674309183297467,
+    "F1_SCORE": 0.803040835130428
+  }
+}

ASV5/TCM/WavLM/seed240/codecfake_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 2.739139134913556,
+  "ACC": 0.5406076104141125,
+  "EER": 0.41760975426962565,
+  "EER_CI": 0.0017383073545787497,
+  "EER_CI_LOW": 0.41590049401565266,
+  "EER_CI_HIGH": 0.41937710872481015,
+  "F1_SCORE": 0.5389673762371501,
+  "codecfake_eval": {
+    "ACC": 0.5406076104141125,
+    "EER": 0.41760975426962565,
+    "EER_CI": 0.0017383073545787497,
+    "EER_CI_LOW": 0.41590049401565266,
+    "EER_CI_HIGH": 0.41937710872481015,
+    "F1_SCORE": 0.5389673762371501
+  }
+}

ASV5/TCM/WavLM/seed240/ctrsvdd_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 3.0403515625,
+  "ACC": 0.3268764350160075,
+  "EER": 0.3806307336357022,
+  "EER_CI": 0.003962842133818173,
+  "EER_CI_LOW": 0.37659017346484475,
+  "EER_CI_HIGH": 0.3845158577324811,
+  "F1_SCORE": 0.32561007429967603,
+  "ctrsvdd_eval": {
+    "ACC": 0.3268764350160075,
+    "EER": 0.3806307336357022,
+    "EER_CI": 0.003962842133818173,
+    "EER_CI_LOW": 0.37659017346484475,
+    "EER_CI_HIGH": 0.3845158577324811,
+    "F1_SCORE": 0.32561007429967603
+  }
+}

ASV5/TCM/WavLM/seed240/fakemusiccaps_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 3.806031000020192,
+  "ACC": 0.05698243071907263,
+  "EER": 0.5,
+  "EER_CI": 0.0,
+  "EER_CI_LOW": 0.5,
+  "EER_CI_HIGH": 0.5,
+  "F1_SCORE": 0.0539104804990061,
+  "fakemusiccaps_eval": {
+    "ACC": 0.05698243071907263,
+    "EER": 0.5,
+    "EER_CI": 0.0,
+    "EER_CI_LOW": 0.5,
+    "EER_CI_HIGH": 0.5,
+    "F1_SCORE": 0.0539104804990061
+  }
+}

ASV5/TCM/WavLM/seed240/habla_test/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.3289446712843014,
+  "ACC": 0.714542023695363,
+  "EER": 0.13437511669278449,
+  "EER_CI": 0.003714298429879706,
+  "EER_CI_LOW": 0.13084318222244695,
+  "EER_CI_HIGH": 0.13827177908220636,
+  "F1_SCORE": 0.7072822266367295,
+  "habla_test": {
+    "ACC": 0.714542023695363,
+    "EER": 0.13437511669278449,
+    "EER_CI": 0.003714298429879706,
+    "EER_CI_LOW": 0.13084318222244695,
+    "EER_CI_HIGH": 0.13827177908220636,
+    "F1_SCORE": 0.7072822266367295
+  }
+}

ASV5/TCM/WavLM/seed240/itw_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.0106765991229667,
+  "ACC": 0.8292897825608107,
+  "EER": 0.16240367335291345,
+  "EER_CI": 0.004718817547423232,
+  "EER_CI_LOW": 0.1579664044273445,
+  "EER_CI_HIGH": 0.16740403952219096,
+  "F1_SCORE": 0.792960241023136,
+  "itw_eval": {
+    "ACC": 0.8292897825608107,
+    "EER": 0.16240367335291345,
+    "EER_CI": 0.004718817547423232,
+    "EER_CI_LOW": 0.1579664044273445,
+    "EER_CI_HIGH": 0.16740403952219096,
+    "F1_SCORE": 0.792960241023136
+  }
+}

ASV5/TCM/WavLM/seed240/mlaad_final/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 0.9839825127505059,
+  "ACC": 0.8004050869767523,
+  "EER": 0.1989202763572271,
+  "EER_CI": 0.0013788480105569878,
+  "EER_CI_LOW": 0.1975789087387931,
+  "EER_CI_HIGH": 0.20033660475990708,
+  "F1_SCORE": 0.7708377233478497,
+  "MLAAD_final": {
+    "ACC": 0.8004050869767523,
+    "EER": 0.1989202763572271,
+    "EER_CI": 0.0013788480105569878,
+    "EER_CI_LOW": 0.1975789087387931,
+    "EER_CI_HIGH": 0.20033660475990708,
+    "F1_SCORE": 0.7708377233478497
+  }
+}

ASV5/TCM/WavLM/seed240/odss_test/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 2.398296789462823,
+  "ACC": 0.5669011892161135,
+  "EER": 0.2781823794546945,
+  "EER_CI": 0.0070953065499173296,
+  "EER_CI_LOW": 0.2722129868491087,
+  "EER_CI_HIGH": 0.2864035999489434,
+  "F1_SCORE": 0.5400441411456113,
+  "odss_test": {
+    "ACC": 0.5669011892161135,
+    "EER": 0.2781823794546945,
+    "EER_CI": 0.0070953065499173296,
+    "EER_CI_LOW": 0.2722129868491087,
+    "EER_CI_HIGH": 0.2864035999489434,
+    "F1_SCORE": 0.5400441411456113
+  }
+}

ASV5/TCM/WavLM/seed240/partialedit_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 6.1316999007031265,
+  "ACC": 0.1071210234348466,
+  "EER": 0.5,
+  "EER_CI": 0.0,
+  "EER_CI_LOW": 0.5,
+  "EER_CI_HIGH": 0.5,
+  "F1_SCORE": 0.09675638089005235,
+  "partialedit_eval": {
+    "ACC": 0.1071210234348466,
+    "EER": 0.5,
+    "EER_CI": 0.0,
+    "EER_CI_LOW": 0.5,
+    "EER_CI_HIGH": 0.5,
+    "F1_SCORE": 0.09675638089005235
+  }
+}

ASV5/TCM/WavLM/seed240/partialspoof_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 3.387653765461543,
+  "ACC": 0.4397293541277707,
+  "EER": 0.15200221831503535,
+  "EER_CI": 0.004087210075576178,
+  "EER_CI_LOW": 0.14809087407798174,
+  "EER_CI_HIGH": 0.1562652942291341,
+  "F1_SCORE": 0.4074733203237392,
+  "partialspoof_eval": {
+    "ACC": 0.4397293541277707,
+    "EER": 0.15200221831503535,
+    "EER_CI": 0.004087210075576178,
+    "EER_CI_LOW": 0.14809087407798174,
+    "EER_CI_HIGH": 0.1562652942291341,
+    "F1_SCORE": 0.4074733203237392
+  }
+}

ASV5/TCM/WavLM/seed240/replaydf_all_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 2.0788724816239186,
+  "ACC": 0.5778598484848485,
+  "EER": 0.40268939393939396,
+  "EER_CI": 0.004148434026521902,
+  "EER_CI_LOW": 0.39844644735510587,
+  "EER_CI_HIGH": 0.4067433154081497,
+  "F1_SCORE": 0.558717403623696,
+  "replaydf_all_eval": {
+    "ACC": 0.5778598484848485,
+    "EER": 0.40268939393939396,
+    "EER_CI": 0.004148434026521902,
+    "EER_CI_LOW": 0.39844644735510587,
+    "EER_CI_HIGH": 0.4067433154081497,
+    "F1_SCORE": 0.558717403623696
+  }
+}

ASV5/TCM/WavLM/seed240/spoofceleb_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 0.713033360188041,
+  "ACC": 0.8409305387907385,
+  "EER": 0.18020044624894838,
+  "EER_CI": 0.004103987817018567,
+  "EER_CI_LOW": 0.17637497030189403,
+  "EER_CI_HIGH": 0.18458294593593116,
+  "F1_SCORE": 0.6994727648305584,
+  "spoofceleb_eval": {
+    "ACC": 0.8409305387907385,
+    "EER": 0.18020044624894838,
+    "EER_CI": 0.004103987817018567,
+    "EER_CI_LOW": 0.17637497030189403,
+    "EER_CI_HIGH": 0.18458294593593116,
+    "F1_SCORE": 0.6994727648305584
+  }
+}

ASV5/TCM/WavLM/seed42/add23_test_R2/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.0709774902554707,
+  "ACC": 0.7365142601517594,
+  "EER": 0.2570289901724321,
+  "EER_CI": 0.002683463513199452,
+  "EER_CI_LOW": 0.2542192916081998,
+  "EER_CI_HIGH": 0.2595862186345987,
+  "F1_SCORE": 0.7021091546248818,
+  "add23_test_R2": {
+    "ACC": 0.7365142601517594,
+    "EER": 0.2570289901724321,
+    "EER_CI": 0.002683463513199452,
+    "EER_CI_LOW": 0.2542192916081998,
+    "EER_CI_HIGH": 0.2595862186345987,
+    "F1_SCORE": 0.7021091546248818
+  }
+}

ASV5/TCM/WavLM/seed42/asvspoof5_test/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.323966964501822,
+  "ACC": 0.7373401451876834,
+  "EER": 0.08816344745505833,
+  "EER_CI": 0.0008150787075436247,
+  "EER_CI_LOW": 0.08734869813298717,
+  "EER_CI_HIGH": 0.08897885554807441,
+  "F1_SCORE": 0.7032925596427919,
+  "asvspoof5_test": {
+    "ACC": 0.7373401451876834,
+    "EER": 0.08816344745505833,
+    "EER_CI": 0.0008150787075436247,
+    "EER_CI_LOW": 0.08734869813298717,
+    "EER_CI_HIGH": 0.08897885554807441,
+    "F1_SCORE": 0.7032925596427919
+  }
+}

ASV5/TCM/WavLM/seed42/codecfake_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 2.864596368907226,
+  "ACC": 0.4993212617628788,
+  "EER": 0.4463493878566661,
+  "EER_CI": 0.0019503793424070492,
+  "EER_CI_LOW": 0.4441970581499777,
+  "EER_CI_HIGH": 0.4480978168347918,
+  "F1_SCORE": 0.49848386469995093,
+  "codecfake_eval": {
+    "ACC": 0.4993212617628788,
+    "EER": 0.4463493878566661,
+    "EER_CI": 0.0019503793424070492,
+    "EER_CI_LOW": 0.4441970581499777,
+    "EER_CI_HIGH": 0.4480978168347918,
+    "F1_SCORE": 0.49848386469995093
+  }
+}

ASV5/TCM/WavLM/seed42/ctrsvdd_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 3.5257943199831865,
+  "ACC": 0.3186085869201996,
+  "EER": 0.35355737202750914,
+  "EER_CI": 0.004175777190440044,
+  "EER_CI_LOW": 0.34948986528276216,
+  "EER_CI_HIGH": 0.35784141966364225,
+  "F1_SCORE": 0.3173298645784248,
+  "ctrsvdd_eval": {
+    "ACC": 0.3186085869201996,
+    "EER": 0.35355737202750914,
+    "EER_CI": 0.004175777190440044,
+    "EER_CI_LOW": 0.34948986528276216,
+    "EER_CI_HIGH": 0.35784141966364225,
+    "F1_SCORE": 0.3173298645784248
+  }
+}

ASV5/TCM/WavLM/seed42/fakemusiccaps_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 5.32541434706846,
+  "ACC": 0.007100163013946749,
+  "EER": 0.5,
+  "EER_CI": 0.0,
+  "EER_CI_LOW": 0.5,
+  "EER_CI_HIGH": 0.5,
+  "F1_SCORE": 0.00705010611129096,
+  "fakemusiccaps_eval": {
+    "ACC": 0.007100163013946749,
+    "EER": 0.5,
+    "EER_CI": 0.0,
+    "EER_CI_LOW": 0.5,
+    "EER_CI_HIGH": 0.5,
+    "F1_SCORE": 0.00705010611129096
+  }
+}

ASV5/TCM/WavLM/seed42/itw_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 1.234210675311425,
+  "ACC": 0.7763932156455521,
+  "EER": 0.15003916478728707,
+  "EER_CI": 0.004515530255332981,
+  "EER_CI_LOW": 0.14547332308614377,
+  "EER_CI_HIGH": 0.15450438359680974,
+  "F1_SCORE": 0.711687136388331,
+  "itw_eval": {
+    "ACC": 0.7763932156455521,
+    "EER": 0.15003916478728707,
+    "EER_CI": 0.004515530255332981,
+    "EER_CI_LOW": 0.14547332308614377,
+    "EER_CI_HIGH": 0.15450438359680974,
+    "F1_SCORE": 0.711687136388331
+  }
+}

ASV5/TCM/WavLM/seed42/odss_test/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 3.3640194786972257,
+  "ACC": 0.45682087043148,
+  "EER": 0.25396869061974126,
+  "EER_CI": 0.0071609336937358825,
+  "EER_CI_LOW": 0.2462466700376339,
+  "EER_CI_HIGH": 0.26056853742510566,
+  "F1_SCORE": 0.3802629377678495,
+  "odss_test": {
+    "ACC": 0.45682087043148,
+    "EER": 0.25396869061974126,
+    "EER_CI": 0.0071609336937358825,
+    "EER_CI_LOW": 0.2462466700376339,
+    "EER_CI_HIGH": 0.26056853742510566,
+    "F1_SCORE": 0.3802629377678495
+  }
+}

ASV5/TCM/WavLM/seed42/replaydf_all_eval/metrics.json

@@ -0,0 +1,17 @@
+{
+  "loss": 2.723682382263536,
+  "ACC": 0.5448863636363637,
+  "EER": 0.35178030303030305,
+  "EER_CI": 0.004195538030674267,
+  "EER_CI_LOW": 0.3474806212474513,
+  "EER_CI_HIGH": 0.35587169730879986,
+  "F1_SCORE": 0.4522261963532463,
+  "replaydf_all_eval": {
+    "ACC": 0.5448863636363637,
+    "EER": 0.35178030303030305,
+    "EER_CI": 0.004195538030674267,
+    "EER_CI_LOW": 0.3474806212474513,
+    "EER_CI_HIGH": 0.35587169730879986,
+    "F1_SCORE": 0.4522261963532463
+  }
+}

README.md

@@ -0,0 +1,76 @@
+# DeepFense Paper Scores
+
+Canonical, reproducible score bundle for the DeepFense camera-ready paper.
+
+**Hugging Face:** [DeepFense/prediction_scores](https://huggingface.co/datasets/DeepFense/prediction_scores)
+
+---
+
+## Directory layout
+
+```
+scores/
+├── README.md
+├── {train_recipe}/                              # dataset the model was TRAINED on
+│   ├── {backend}/                               # AASIST | MLP | Nes2Net | TCM
+│   │   └── {frontend}/                          # Wav2Vec2 | HuBERT | WavLM | EAT
+│   │       └── seed{2|42|240}/
+│   │           └── {eval_benchmark}/            # held-out TEST set
+│   │               ├── predictions.txt          # per-utterance scores (TSV)
+│   │               └── metrics.json             # EER, ACC, F1, …
+│   └── _summaries/{eval_benchmark}.json         # optional cross-architecture tables
+└── bias_fairness/
+    └── {accent|emotions|gender|language|quality}/
+        └── {eval_benchmark}/
+            └── {train_recipe}/{backend}/{frontend}/seed{N}/
+                └── utterances.txt               # scores + subgroup metadata (TSV)
+```
+
+### Example
+
+From checkpoint `DeepFense_ADD23_Wav2Vec2_TCM_NoAug_Seed240` evaluated on `add22_test_track1`:
+
+```
+ADD23/TCM/Wav2Vec2/seed240/add22_test_track1/predictions.txt
+ADD23/TCM/Wav2Vec2/seed240/add22_test_track1/metrics.json
+```
+
+---
+
+## Naming conventions
+
+| Token | Canonical form | Notes |
+|-------|----------------|-------|
+| **Train recipe** | `ASV5`, `ASV19`, `ADD23`, `CodecFake`, `HABLA`, `PartialSpoof` | Training dataset (not the eval set). `ASV5` = trained on ASVspoof 5; do not confuse with eval `asvspoof5_test`. |
+| **Frontend** | `Wav2Vec2`, `HuBERT`, `WavLM`, `EAT` | Always PascalCase; `Hubert` → `HuBERT`. |
+| **Backend** | `AASIST`, `MLP`, `Nes2Net`, `TCM` | Uppercase acronym. |
+| **Seed** | `seed2`, `seed42`, `seed240` | Three seeds per recipe. |
+| **Eval benchmark** | lowercase snake_case | e.g. `asvspoof5_test`, `asvspoof2019_la_eval`, `mlaad_final`, `add22_test_track1`. |
+
+### Eval benchmarks (20)
+
+`add22_test_track1`, `add22_test_track3`, `add23_test_R1`, `add23_test_R2`, `asvspoof2019_la_eval`, `asvspoof21_df_eval`, `asvspoof21_la_eval`, `asvspoof5_test`, `codecfake_eval`, `ctrsvdd_eval`, `fakemusiccaps_eval`, `habla_test`, `itw_eval`, `mlaad_final`, `odss_test`, `partialedit_eval`, `partialspoof_eval`, `replaydf_all_eval`, `spoofceleb_eval`
+
+---
+
+## File formats (`.txt` / `.json` only)
+
+### `predictions.txt` — clip-level (TSV)
+
+```
+utterance_id	label	score_spoof	score_bonafide
+LA_E_12345	0	-2.14895	3.14895
+LA_T_67890	1	4.37140	-3.37140
+```
+
+- `label`: `0` = spoof, `1` = bonafide  
+- LLR = `score_bonafide − score_spoof`
+
+### `metrics.json`
+
+Per-run aggregated metrics (EER, ACC, F1, confidence intervals).
+
+### `bias_fairness/.../utterances.txt`
+
+Per-utterance scores with subgroup columns (gender, accent, NISQA quality, etc.).  
+Score columns: `score_spoof`, `score_bonafide` (renamed from legacy `class0`/`class1`).