{ "version": 2, "date": "2026-10-22", "purpose": "Exploratory engineering case study; no overall model ranking", "cached": [ { "song": "beginning", "passage": "original", "engine": "transkun", "targets": 24, "nativeAvailable": 24, "nativeMissing": 0, "selectedHits": 24, "selectedMisses": 0, "selectedAttacks": 27, "unmatchedSelected": 3, "certifiedExtras": 3, "precision": 0.8888888888888888, "recall": 1.0, "F1": 0.9411764705882353, "retention": 1.0, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.010901370095378263, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "beginning", "passage": "expanded", "engine": "transkun", "targets": 44, "nativeAvailable": 36, "nativeMissing": 8, "selectedHits": 34, "selectedMisses": 10, "selectedAttacks": 46, "unmatchedSelected": 12, "certifiedExtras": 12, "precision": 0.7391304347826086, "recall": 0.7727272727272727, "F1": 0.7555555555555555, "retention": 0.9444444444444444, "octaveCoincidences": 2, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.014764222959462944, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "beginning", "passage": "original", "engine": "tsumugi", "targets": 24, "nativeAvailable": 23, "nativeMissing": 1, "selectedHits": 20, "selectedMisses": 4, "selectedAttacks": 25, "unmatchedSelected": 5, "certifiedExtras": 5, "precision": 0.8, "recall": 0.8333333333333334, "F1": 0.8163265306122449, "retention": 0.8695652173913043, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.011300453514739451, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "beginning", "passage": "expanded", "engine": "tsumugi", "targets": 44, "nativeAvailable": 41, "nativeMissing": 3, "selectedHits": 31, "selectedMisses": 13, "selectedAttacks": 42, "unmatchedSelected": 11, "certifiedExtras": 11, "precision": 0.7380952380952381, "recall": 0.7045454545454546, "F1": 0.7209302325581395, "retention": 0.7560975609756098, "octaveCoincidences": 2, "samePitchTimingCoincidences70to200ms": 1, "onsetMAE": 0.019587082144686442, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "beginning", "passage": "original", "engine": "aria", "targets": 24, "nativeAvailable": 23, "nativeMissing": 1, "selectedHits": 21, "selectedMisses": 3, "selectedAttacks": 33, "unmatchedSelected": 12, "certifiedExtras": 12, "precision": 0.6363636363636364, "recall": 0.875, "F1": 0.7368421052631579, "retention": 0.9130434782608695, "octaveCoincidences": 1, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.017253536335168906, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "beginning", "passage": "expanded", "engine": "aria", "unavailable": "Reference passage outside cached engine window; not scored as silence", "referenceTier": "exact-register" }, { "song": "spring", "passage": "original", "engine": "transkun", "targets": 12, "nativeAvailable": 12, "nativeMissing": 0, "selectedHits": 7, "selectedMisses": 5, "selectedAttacks": 7, "unmatchedSelected": 0, "certifiedExtras": 0, "precision": 1.0, "recall": 0.5833333333333334, "F1": 0.7368421052631579, "retention": 0.5833333333333334, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.0024786050226214113, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "spring", "passage": "expanded", "engine": "transkun", "targets": 6, "nativeAvailable": 6, "nativeMissing": 0, "selectedHits": 2, "selectedMisses": 4, "selectedAttacks": 2, "unmatchedSelected": 0, "certifiedExtras": 0, "precision": 1.0, "recall": 0.3333333333333333, "F1": 0.5, "retention": 0.3333333333333333, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.0019196733920203712, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "spring", "passage": "original", "engine": "tsumugi", "targets": 12, "nativeAvailable": 12, "nativeMissing": 0, "selectedHits": 7, "selectedMisses": 5, "selectedAttacks": 7, "unmatchedSelected": 0, "certifiedExtras": 0, "precision": 1.0, "recall": 0.5833333333333334, "F1": 0.7368421052631579, "retention": 0.5833333333333334, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.0071801101392938715, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "spring", "passage": "expanded", "engine": "tsumugi", "targets": 6, "nativeAvailable": 6, "nativeMissing": 0, "selectedHits": 2, "selectedMisses": 4, "selectedAttacks": 2, "unmatchedSelected": 0, "certifiedExtras": 0, "precision": 1.0, "recall": 0.3333333333333333, "F1": 0.5, "retention": 0.3333333333333333, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.03831065759637298, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "spring", "passage": "original", "engine": "aria", "targets": 12, "nativeAvailable": 12, "nativeMissing": 0, "selectedHits": 8, "selectedMisses": 4, "selectedAttacks": 8, "unmatchedSelected": 0, "certifiedExtras": 0, "precision": 1.0, "recall": 0.6666666666666666, "F1": 0.8, "retention": 0.6666666666666666, "octaveCoincidences": 0, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.005634920634920534, "metric": "existing exposed checked exact-register pitch/onset passages", "unmatchedMeaning": "extra selected attacks inside checked scope", "wholeSongAccuracy": false, "referenceTier": "exact-register" }, { "song": "spring", "passage": "expanded", "engine": "aria", "unavailable": "Reference passage outside cached engine window; not scored as silence", "referenceTier": "exact-register" }, { "song": "piano", "passage": "original", "engine": "transkun", "targets": 40, "nativeAvailable": 40, "nativeMissing": 0, "selectedHits": 18, "selectedMisses": 22, "selectedAttacks": 24, "unmatchedSelected": 6, "certifiedExtras": null, "precision": null, "recall": 0.45, "F1": null, "retention": 0.45, "octaveCoincidences": 3, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.003152094773964621, "metric": "agreement with previously accepted source-event draft; independent accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "accepted-draft" }, { "song": "piano", "passage": "original", "engine": "tsumugi", "targets": 40, "nativeAvailable": 40, "nativeMissing": 0, "selectedHits": 15, "selectedMisses": 25, "selectedAttacks": 20, "unmatchedSelected": 5, "certifiedExtras": null, "precision": null, "recall": 0.375, "F1": null, "retention": 0.375, "octaveCoincidences": 3, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.009123938187810276, "metric": "agreement with previously accepted source-event draft; independent accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "accepted-draft" }, { "song": "piano", "passage": "original", "engine": "aria", "targets": 40, "nativeAvailable": 40, "nativeMissing": 0, "selectedHits": 20, "selectedMisses": 20, "selectedAttacks": 24, "unmatchedSelected": 4, "certifiedExtras": null, "precision": null, "recall": 0.5, "F1": null, "retention": 0.5, "octaveCoincidences": 4, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.0041742286682129315, "metric": "agreement with previously accepted source-event draft; independent accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "accepted-draft" }, { "song": "end", "passage": "original", "engine": "transkun", "targets": 30, "nativeAvailable": 30, "nativeMissing": 0, "selectedHits": 14, "selectedMisses": 16, "selectedAttacks": 14, "unmatchedSelected": 0, "certifiedExtras": null, "precision": null, "recall": 0.4666666666666667, "F1": null, "retention": 0.4666666666666667, "octaveCoincidences": null, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.0037722516283857127, "metric": "incomplete provisional pitch-class guide; exact accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "pitch-class-guide" }, { "song": "end", "passage": "original", "engine": "tsumugi", "targets": 30, "nativeAvailable": 30, "nativeMissing": 0, "selectedHits": 13, "selectedMisses": 17, "selectedAttacks": 13, "unmatchedSelected": 0, "certifiedExtras": null, "precision": null, "recall": 0.43333333333333335, "F1": null, "retention": 0.43333333333333335, "octaveCoincidences": null, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.029286586429443356, "metric": "incomplete provisional pitch-class guide; exact accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "pitch-class-guide" }, { "song": "end", "passage": "original", "engine": "aria", "targets": 30, "nativeAvailable": 30, "nativeMissing": 0, "selectedHits": 17, "selectedMisses": 13, "selectedAttacks": 17, "unmatchedSelected": 0, "certifiedExtras": null, "precision": null, "recall": 0.5666666666666667, "F1": null, "retention": 0.5666666666666667, "octaveCoincidences": null, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.002352941176470538, "metric": "incomplete provisional pitch-class guide; exact accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "pitch-class-guide" }, { "song": "desert", "passage": "original", "engine": "transkun", "targets": 37, "nativeAvailable": 26, "nativeMissing": 11, "selectedHits": 14, "selectedMisses": 23, "selectedAttacks": 28, "unmatchedSelected": 14, "certifiedExtras": null, "precision": null, "recall": 0.3783783783783784, "F1": null, "retention": 0.5384615384615384, "octaveCoincidences": null, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.013075275084406377, "metric": "incomplete provisional pitch-class guide; exact accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "pitch-class-guide" }, { "song": "desert", "passage": "original", "engine": "tsumugi", "targets": 37, "nativeAvailable": 33, "nativeMissing": 4, "selectedHits": 21, "selectedMisses": 16, "selectedAttacks": 47, "unmatchedSelected": 26, "certifiedExtras": null, "precision": null, "recall": 0.5675675675675675, "F1": null, "retention": 0.6363636363636364, "octaveCoincidences": null, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.011713637836086836, "metric": "incomplete provisional pitch-class guide; exact accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "pitch-class-guide" }, { "song": "desert", "passage": "original", "engine": "aria", "targets": 37, "nativeAvailable": 32, "nativeMissing": 5, "selectedHits": 16, "selectedMisses": 21, "selectedAttacks": 49, "unmatchedSelected": 33, "certifiedExtras": null, "precision": null, "recall": 0.43243243243243246, "F1": null, "retention": 0.5, "octaveCoincidences": null, "samePitchTimingCoincidences70to200ms": 0, "onsetMAE": 0.006249999999999881, "metric": "incomplete provisional pitch-class guide; exact accuracy N/A", "unmatchedMeaning": "unmatched, not certified accompaniment/errors", "wholeSongAccuracy": false, "referenceTier": "pitch-class-guide" } ], "cachedContext": "Same frozen selector and matching references; detector analysis contexts differ. Beginning/Spring Transkun and Tsumugi retain longer full-source context; Aria covers 20 seconds. Expanded/later Aria caches are unavailable. Windows can overlap and are not independent replicates.", "fivePipelines": [ { "caseID": "game-end", "family": "transkun", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 55, "pitchMin": 36, "pitchMax": 74, "guidePitchClassHits": 30, "guideTargets": 30, "guideScopeLastTarget": 19.94, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.0059142919167015934 }, { "caseID": "game-end", "family": "tsumugi", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 62, "pitchMin": 35, "pitchMax": 74, "guidePitchClassHits": 30, "guideTargets": 30, "guideScopeLastTarget": 19.94, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.026042328042327926 }, { "caseID": "game-end", "family": "aria", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 59, "pitchMin": 36, "pitchMax": 74, "guidePitchClassHits": 30, "guideTargets": 30, "guideScopeLastTarget": 19.94, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.004000000000000107 }, { "caseID": "game-end", "family": "apc", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 127, "pitchMin": 35, "pitchMax": 98, "guidePitchClassHits": 29, "guideTargets": 30, "guideScopeLastTarget": 19.94, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.004921630094043829 }, { "caseID": "game-end", "family": "banquet-transkun", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 55, "pitchMin": 36, "pitchMax": 74, "guidePitchClassHits": 30, "guideTargets": 30, "guideScopeLastTarget": 19.94, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.005365385334508447 }, { "caseID": "game-desert", "family": "transkun", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 134, "pitchMin": 29, "pitchMax": 96, "guidePitchClassHits": 26, "guideTargets": 37, "guideScopeLastTarget": 17.98, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.015550056867068819 }, { "caseID": "game-desert", "family": "tsumugi", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 211, "pitchMin": 29, "pitchMax": 84, "guidePitchClassHits": 33, "guideTargets": 37, "guideScopeLastTarget": 17.98, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.01212808355665504 }, { "caseID": "game-desert", "family": "aria", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 265, "pitchMin": 29, "pitchMax": 96, "guidePitchClassHits": 32, "guideTargets": 37, "guideScopeLastTarget": 17.98, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.009687500000000064 }, { "caseID": "game-desert", "family": "apc", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 266, "pitchMin": 34, "pitchMax": 90, "guidePitchClassHits": 31, "guideTargets": 37, "guideScopeLastTarget": 17.98, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": 0.0088123167155422 }, { "caseID": "game-desert", "family": "banquet-transkun", "scopeSeconds": [ 0, 20 ], "nativePitchedAttacks": 0, "pitchMin": null, "pitchMax": null, "guidePitchClassHits": 0, "guideTargets": 37, "guideScopeLastTarget": 17.98, "certifiedAccuracy": null, "exactPitchAccuracy": null, "melodyPrecision": null, "melodyRoleSelected": false, "metric": "Provisional source-aligned piano-guide pitch class/onset availability; one-to-one70ms; not exact-pitch or complete game-melody accuracy", "onsetMAESeconds": null } ], "training": { "trainSongs": 64, "validationSongs": 16, "testSongs": 16, "parameters": 8897, "epochs": 12, "updates": 192, "publicTest": { "clean-matched": { "classificationMacroF1": 0.7094756555687309, "sourceMelodyMacroF1": 0.6127688635530711 }, "detector-matched": { "classificationMacroF1": 0.7383438262469864, "sourceMelodyMacroF1": 0.6510828597264954 }, "historical": { "classificationMacroF1": 0.2258138329062242, "sourceMelodyMacroF1": 0.2201153347812555 } }, "game": [ { "song": "the-beginning", "passage": "old-window", "variant": "previous-upper", "targets": 24, "rawAvailable": 24, "hits": 24, "misses": 0, "extras": 3, "precision": 0.8888888888888888, "recall": 1.0, "f1": 0.9411764705882353 }, { "song": "the-beginning", "passage": "old-window", "variant": "role-clean-matched", "targets": 24, "rawAvailable": 24, "hits": 24, "misses": 0, "extras": 27, "precision": 0.47058823529411764, "recall": 1.0, "f1": 0.64 }, { "song": "the-beginning", "passage": "old-window", "variant": "role-detector-matched", "targets": 24, "rawAvailable": 24, "hits": 24, "misses": 0, "extras": 19, "precision": 0.5581395348837209, "recall": 1.0, "f1": 0.7164179104477612 }, { "song": "the-spring", "passage": "old-window", "variant": "previous-upper", "targets": 12, "rawAvailable": 12, "hits": 7, "misses": 5, "extras": 0, "precision": 1.0, "recall": 0.5833333333333334, "f1": 0.7368421052631579 }, { "song": "the-spring", "passage": "old-window", "variant": "role-clean-matched", "targets": 12, "rawAvailable": 12, "hits": 11, "misses": 1, "extras": 7, "precision": 0.6111111111111112, "recall": 0.9166666666666666, "f1": 0.7333333333333333 }, { "song": "the-spring", "passage": "old-window", "variant": "role-detector-matched", "targets": 12, "rawAvailable": 12, "hits": 11, "misses": 1, "extras": 5, "precision": 0.6875, "recall": 0.9166666666666666, "f1": 0.7857142857142857 } ], "acceptance": [ { "variant": "role-clean-matched", "sourceGates": { "noPassageHitLoss": true, "noPassageExtraIncrease": false, "noAdditionalRepeatOrShortLoss": true, "retainEveryProtectedEvent": false, "improvesBothSongs": false, "noAdditionalRestAttackIntrusions": false }, "sourceGatesPass": false, "accepted": false, "candidateEnabled": false, "writtenConversionStatus": "Not reached because source/protected gates fail" }, { "variant": "role-detector-matched", "sourceGates": { "noPassageHitLoss": true, "noPassageExtraIncrease": false, "noAdditionalRepeatOrShortLoss": true, "retainEveryProtectedEvent": false, "improvesBothSongs": false, "noAdditionalRestAttackIntrusions": false }, "sourceGatesPass": false, "accepted": false, "candidateEnabled": false, "writtenConversionStatus": "Not reached because source/protected gates fail" }, { "variant": "role-historical", "sourceGates": { "noPassageHitLoss": false, "noPassageExtraIncrease": true, "noAdditionalRepeatOrShortLoss": false, "retainEveryProtectedEvent": false, "improvesBothSongs": false, "noAdditionalRestAttackIntrusions": true }, "sourceGatesPass": false, "accepted": false, "candidateEnabled": false, "writtenConversionStatus": "Not reached because source/protected gates fail" } ], "scope": "Same-instrument rendered piano, symbolic attack/context features, song-grouped split. Historical 635-arrangement model has a different training count and is not an equal-data A/B arm." }, "recurrence": { "source": "Spring checked opening", "targets": 12, "currentHits": 7, "proposalHits": 8, "currentUnmatched": 0, "proposalUnmatched": 0, "remainingMisses": 4, "newNativeAttacks": 1, "productionPromoted": false }, "historical": { "early": [ { "model": "Frozen browser", "piano": 78.1, "mixed": 46.0 }, { "model": "Python Basic Pitch", "piano": 71.3, "mixed": 50.6 }, { "model": "Piano CRNN", "piano": 98.2, "mixed": 61.6 }, { "model": "Corrected MR-MT3", "piano": 97.1, "mixed": 85.0 } ], "earlyTotalExcerpts": 7, "mixed": [ { "model": "MR-MT3", "onset": 70.46, "release": 58.48 }, { "model": "MuScriptor Small", "onset": 45.99, "release": 10.97 }, { "model": "MuScriptor Medium", "onset": 30.56, "release": 9.64 }, { "model": "YourMT3+ MoE", "onset": 44.03, "release": 27.84 }, { "model": "YourMT3 base", "onset": 45.57, "release": 23.92 } ], "mixedTotalExcerpts": 2, "provenanceTier": "Archived handover summary; detailed primary metric receipts not recovered for this website", "sampleSizeProvenance": "Total excerpt counts recovered from the recorded development history. Piano/mixed subgroup Ns for the seven-excerpt screen are not recovered.", "limits": "Averaging method, per-excerpt variance and matching tolerances are not restated in the available summary. Do not merge these screens with the 70 ms checked-passage comparisons or derive uncertainty intervals." }, "ledger": [ { "id": "01", "family": "MIDI-BERT-Piano melody extraction", "role": "symbolic melody selector", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Official author documents incompatible replacement checkpoint/dictionary versus released task code; no compatible pretrained melody head available.", "recordedScope": "No new original-audio inference", "currentQualification": "Recorded matching checkpoint/code/dictionary blocker. No qualified melody inference; not a musical failure. No fresh model-access hunt in this audit.", "remainingPrerequisite": "Matching checkpoint, dictionary and task code.", "newRunResult": "Fresh official public issue/comments check confirms missing original compatible bundle. No inference; incompatible fields/head not fabricated.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "02", "family": "Transkun v2", "role": "raw detector/current control", "statusGroup": "retained", "status": "Retained component or workflow", "recordedResult": "Cached full-source raw24/24 and12/12. Existing RH24/24+3 extras and7/12+0. New matched20s raw23/24 and12/12; context scope differs.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Retain as detector; qualify source labels before scoring these crops as melody tests.", "newRunResult": "Three new actual public-data qualification crops completed using the exact retained Transkun checkpoint/config/decoder. All principal attack roles remain unknown; not new melody-accuracy results.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "03", "family": "Aria-AMT", "role": "raw piano detector", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Aria-AMT23/24 and12/12 raw availability; prior verified pass, no replacement.", "recordedScope": "Both0\u201320s, previous Mac pass", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "04", "family": "Songscription", "role": "lead-sheet/direct-cover service", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Earlier actual upload reached mandatory rights/terms assurance; not accepted. No musical output scored.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Already authorized service access and truthful user resolution of the displayed assurance; no new account or paid credits.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "05", "family": "Klangio Transcription Studio", "role": "lead-sheet/piano-arrangement service", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Earlier actual service attempt stopped at mandatory rights/terms assurance; no musical result.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Authorized existing service access and truthful resolution of its assurance.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "06", "family": "AnthemScore", "role": "transcription/hand-assignment/arrangement", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Exact6.3.0 Linux trial downloaded and launched after native Xvfb/XKB repair; --help rejected. Official6.0.0 history removed CLI. Browser-only control cannot operate this native GUI. Web rights gate remains separate.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Run exact6.3.0 through an available authorized desktop GUI, using fixed crops and raw-performance exports. Do not substitute obsolete CLI/version or bypass license.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "07", "family": "Tsumugi", "role": "complementary raw detector", "statusGroup": "retained", "status": "Retained component or workflow", "recordedResult": "Tsumugi: opening23/24 and12/12 raw; broader69/73 vs Transkun65/73. Same selector regressed51/73 vs current62/73. Complementary pool, no replacement.", "recordedScope": "Previous full-source and broader development comparisons", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "08", "family": "Harmonica through BandLab", "role": "BandLab audio-to-MIDI/Harmonica", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "BandLab Harmonica route requires Membership; no downloadable public weights established.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized Membership and service session; no purchase or subscription created.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "09", "family": "HookKern / SheetSage-A2S", "role": "lead-sheet audio-to-score", "statusGroup": "partial", "status": "Partially tested / broader formulation unresolved", "recordedResult": "Native MuQ + full A2S greedy decoder completed both6s variants. Beginning melody staff all rests; Spring four pitched score events. Absolute performance clock unverified; no invented70ms score.20s frontend actually stopped at2,410,139,648 RSS bytes.", "recordedScope": "Both original0\u20136s only", "currentQualification": "Only two 6-second variants completed; the full frontend hit the resource guard. Absolute notation/performance timing was not qualified. Exact attack accuracy remains N/A.", "remainingPrerequisite": "A host permitting the full native frontend, or separately qualified smaller-footprint execution; independently verify notation-to-performance timing before attack scoring.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "10", "family": "SAM Audio", "role": "text/anchor-conditioned separation", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "SAM Audio weights/access remain gated. No unauthorized credentials, anchors or hosted-demo result substituted.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Previously approved model access plus a feasible host; any anchors must be labelled guided.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "11", "family": "Banquet / Query Bandit", "role": "audio-example-conditioned separation", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Native audio-example Banquet stems + identical Transkun:22/24 and12/12 versus matched23/24 and12/12. Whole stem as RH adds109/23 unwanted attacks. Not improved.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "12", "family": "AMT-APC", "role": "direct piano-cover system", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "AMT-APC published level2 cover:22/24 and12/12 raw. Cover includes backing; all-output-as-RH has110/61 extras. Exact independent tiling qualified,171 tensors verified.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "13", "family": "Pop2Piano", "role": "direct generated piano cover", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Pop2Piano3/24 and6/12 raw; completed previous verified pass. No replacement.", "recordedScope": "Both0\u201320s, previous Mac pass", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "14", "family": "MuScriptor family / qualified conditioning retest", "role": "MuScriptor family/raw multitrack detector", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Earlier MuScriptor family configurations were tested. New documented Medium instrument-conditioned/CFG2 configuration not scored here: exact checkpoint request401. Prior modes do not qualify this retest.", "recordedScope": "No new original-audio inference", "currentQualification": "Old Small/Medium runs do not count as the exact Medium instrument-conditioned/CFG2 retest or Large. The specified retest remained gated/resource-limited.", "remainingPrerequisite": "Existing authorized exact Medium weights, without bypassing401. Large remains outside present resource budget.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "15", "family": "ByteDance MIDI melody extraction", "role": "symbolic melody selector", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Official ByteDance melody extraction release supplies research code but no compatible released pretrained weights established.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Compatible pretrained weights/statistics, or a separately qualified training project.", "newRunResult": "Official archived tree and release list checked: no compatible pretrained model/stats bundle established. No inference.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "16", "family": "MIROS", "role": "MusicFM/YourMT3-derived multitrack detector", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "MIROS637 active tensors restored strictly and bit-exact. First synthetic native CPU/BF16 forward stopped at2,173,198,336 RSS bytes above2GiB. No original scored.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "A host/resource policy supporting the published computation, or separately qualified equivalent lower-memory execution; do not rerun unchanged under same cap.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "17", "family": "timbreAMT / Septimbre", "role": "timbre-aware detector/clustering", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Septimbre14/24 and12/12 raw; completed previous verified pass, no replacement.", "recordedScope": "Both0\u201320s, previous Mac pass", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "18", "family": "D3RM", "role": "piano detector/refinement", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "D3RM native100-step synthetic execution reached63/100 at480s guard. Exact-output CPU thread qualification fastest~7.131s/step (~713s total), still over480s. No original scored.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Supported faster hardware within policy, or an explicitly authorized different resource policy. Do not reduce native step count and call it the same test.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "19", "family": "Sony hFT-Transformer", "role": "piano detector", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Sony hFT published combination:7/24 and12/12 raw. Native thresholds and source clock; all active model state exact.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "20", "family": "Optimal-Transport AMT / SFT-CRNN", "role": "optimal-transport SFT-CRNN detector", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "SFT-CRNN11/24 and12/12 raw. Both completed on this independently admitted Linux host; the old Mac partial/swap stop remains preserved.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "21", "family": "Efficient sequence-to-sequence piano transcription", "role": "efficient seq2seq piano detector", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Selected released local-window attention calls FlashAttention CUDA; switching to global PyTorch attention changes the computation. Available host has no CUDA. No original inference or architecture port claimed.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "A supported CUDA host and exact checkpoint, or a separately scoped and parity-qualified attention port.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "22", "family": "Jointist", "role": "joint instrument/transcription/separation", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Jointist native recognized-instrument transcription19/24 and12/12 raw. Strict129 recognizer and193 transcriber tensors, native thresholds, no forced instrument label.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "23", "family": "Omnizart", "role": "Omnizart released music head", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Omnizart Pop native default decoder emitted0 notes for each excerpt:0/24 and0/12.294 active weights matched. Native Keras batch_size1; higher batches stopped by memory guard.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "24", "family": "RipX DAW", "role": "assisted note editing/transcription", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "RipX appropriate current licensed desktop application/session unavailable in this Linux/browser environment; no new purchase or fabricated service result.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized current edition, desktop control, own-audio import and editable export entitlement.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "25", "family": "Prism / SongMaster Pro", "role": "Prism/SongMaster audio-to-MIDI", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Prism/SongMaster Pro appropriate current licensed desktop application/session unavailable in this Linux/browser environment; no new purchase or fabricated service result.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized current edition, desktop control, own-audio import and editable export entitlement.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "26", "family": "Melodyne", "role": "Melodyne transcription/assisted editing", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Melodyne appropriate current licensed desktop application/session unavailable in this Linux/browser environment; no new purchase or fabricated service result.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized current edition, desktop control, own-audio import and editable export entitlement.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "27", "family": "Moises Studio", "role": "Moises Studio audio-to-MIDI", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Moises Studio requires an authorized service session. Backend identity is not established; no new login/subscription created.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing qualified own-audio-to-MIDI access and editable export entitlement.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "28", "family": "Suno Studio", "role": "Suno Studio stem-to-MIDI", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Suno Studio MIDI editing documentation does not establish an available no-new-consumption audio-transcription entitlement here.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized relevant transcription entitlement, without new purchase/credits.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "29", "family": "ScoreCloud", "role": "ScoreCloud Songwriter/Studio", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "ScoreCloud appropriate current licensed desktop application/session unavailable in this Linux/browser environment; no new purchase or fabricated service result.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized current edition, desktop control, own-audio import and editable export entitlement.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "30", "family": "AudioScore", "role": "AudioScore transcription", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "AudioScore appropriate current licensed desktop application/session unavailable in this Linux/browser environment; no new purchase or fabricated service result.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Existing authorized current edition, desktop control, own-audio import and editable export entitlement.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "31", "family": "Specialist piano/keys/synth separation", "role": "specialist piano/keys separation", "statusGroup": "partial", "status": "Partially tested / broader formulation unresolved", "recordedResult": "Public HTDemucs6 piano completed20/24 and12/12 with matched Transkun. All stem as RH154/23 extras. Exact MVSep piano/keys/synth proprietary services still require API key; this public piano model does not stand in for them.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded for public HTDemucs6 branch only", "currentQualification": "Public HTDemucs6 piano was tested. It is not the exact specialist MVSep piano/keys/synth system; that service branch remains untested.", "remainingPrerequisite": "An already authorized exact MVSep piano/keys/synth endpoint/key and permitted consumption; freeze model before test.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "32", "family": "CLAPSep", "role": "CLAPSep query separation", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "CLAPSep fixed positive/negative text, native staged conditioning/audio graph:21/24 and12/12 raw after matched Transkun.138/26 extras if whole stem treated as RH.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "33", "family": "SoloAudio", "role": "SoloAudio target extraction", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "SoloAudio published10-token text preprocessing, native50-step chunks:1/24 and0/12 raw after matched Transkun.55/0 extras as RH. Earlier full-text custom diagnostics retained and explicitly excluded from primary result.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "34", "family": "FlowSep", "role": "generative language separation", "statusGroup": "blocked", "status": "Blocked before a qualified result for the specified version", "recordedResult": "Actual official FlowSep CUDA precondition fails on this CPU host. Unique active checkpoint weights alone2,774,431,972 bytes exceed2GiB before activations. Metadata inspected; no original forward.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Supported CUDA execution and sufficient memory within an authorized policy, or a separately qualified equivalent staging implementation.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "35", "family": "MSNet / Melodic SegNet", "role": "predominant contour\u2192native selection", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "MSNet native original Beginning opening2/24; rejected configuration retained.", "recordedScope": "Previous original Beginning test", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "36", "family": "Basaran source-filter NMF + CRNN", "role": "source-filter NMF+CRNN predominant contour", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Basaran NMF+CRNN native pitch-frame support1/24 and7/12. Derived contiguous-pitch runs1/24+51 extras and7/12+22. Continuous F0 is not native attack output.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "37", "family": "RMVPE", "role": "RMVPE vocal-F0 component", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "RMVPE vocal-F0 on game mixtures: native pitch-frame support0/24 and1/12; derived runs0/24+101 extras and1/12+22. No instrumental principal-role guarantee.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "38", "family": "TONet", "role": "TONet singing-F0 component", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "TONet singing-F0 on game mixtures: native pitch-frame support0/24 and0/12; derived runs0/24+20 extras and0/12+0. Not native attacks.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "39", "family": "Rubato", "role": "Rubato own-audio access watchlist", "statusGroup": "watchlist", "status": "Unavailable own-audio route or non-distinct demonstration", "recordedResult": "Rubato supplied-example demonstration is not an available own-audio model/service test; no musical failure claimed.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "An actual own-audio endpoint or released inference model.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "40", "family": "Official Magenta MT3 implementation", "role": "official JAX/T5X MT3 implementation audit", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Official native Magenta MT3 JAX/T5X:7/24 and12/12 raw.189 parameter leaves strictly restored; native beam decoding/tie handling. Separate from community port, not another independent family.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E1", "family": "Prethreshold confidence", "role": "engineering hypothesis", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Underlying detector confidence explored previously; no earned automatic replacement.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E2", "family": "Evidence-aware detector combination", "role": "engineering hypothesis", "statusGroup": "partial", "status": "Partially tested / broader formulation unresolved", "recordedResult": "One fixed same-pitch50ms Tsumugi corroboration filter on existing RH:23/24+3 and7/12+0. Loses one Beginning target. No union or invented role labels.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "A fixed confirmation-only filter completed and lost a checked attack. Broader provenance-aware combination that can add complementary supported notes is not implemented or validated.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E3", "family": "Phrase/voice tracking with no melody state", "role": "engineering hypothesis", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Phrase/voice tracking with a no-melody state was tested previously and did not earn promotion.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E4", "family": "Recurring-phrase correspondence", "role": "engineering hypothesis", "statusGroup": "partial", "status": "Partially tested / broader formulation unresolved", "recordedResult": "Fixed six-note same-source recurring-motif gap fill: no qualifying additions in either full control. Beginning115 and Spring48 selected notes unchanged.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded; recurrence search over full cached source", "currentQualification": "The six-note/five-already-selected motif rule completed with no additions. Audio-verified phrase correspondence, ornament/variation handling and safe propagation are still unresolved.", "remainingPrerequisite": "Human listening, separate written mapping if wanted, then frozen broader song/rest/ornament/regression and correction-time checks. Experimental only.", "newRunResult": "New fixed source-audio spectral/DTW recurrence experiment on cached full Beginning/Spring. Spring old-window 7/12+0 \u21928/12+0 by adding native transkun-23; Beginning115 IDs and all other checked passages unchanged. Exact independent replay passed.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E5", "family": "Stereo/mid-side/percussion handling", "role": "engineering hypothesis", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Stereo/mid-side/percussion preprocessing configurations were tested previously and rejected.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E6", "family": "Transformed-input inference", "role": "engineering hypothesis", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Fixed pitch\u221212/inverse+12:7/24 and11/12. Fixed slowdown0.75/inverse source clock:17/24 and12/12. Four actual Transkun inferences; no fitted timing or truth-driven transform choice.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E7", "family": "Chunk/event-limit decoding audit", "role": "engineering hypothesis", "statusGroup": "retained", "status": "Retained component or workflow", "recordedResult": "Native event/segment reconciliation and clock audits retained. These preserve computation and do not solve melody identity.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "E8", "family": "Acoustic reconstruction", "role": "engineering hypothesis", "statusGroup": "completed", "status": "Completed scoped test or diagnostic", "recordedResult": "Fixed fullband spectral reconstruction residual favors all native parts despite worse RH precision. Beginning residual0.979\u21920.901 while extras3\u2192146; Spring0.969\u21920.750 while extras0\u219224. Not a trained selector.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "This diagnostic compares additive-piano mixture reconstruction. Its attack metrics replay; residual values are retained measurements, not freshly recomputed DSP. It is not trained lead ownership.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T1", "family": "Pretrained melody-role fine-tuning", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "Pretrained role-model fine-tuning remains untried as specified, with no matching ready melody bundle established. The new BiGRU was trained from scratch and must not be relabelled pretrained fine-tuning.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T2", "family": "Aligned acoustic features", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "Earlier small scalar acoustic/context and path models actually trained and failed gates. Representative aligned source-audio representations plus broader detector-error role supervision remain untried. The latest 96-clip BiGRUs had no audio representation input.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T3", "family": "Synth/game detection fine-tuning", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T4", "family": "Target-source extraction training", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T5", "family": "Joint attack and role learning", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T6", "family": "Direct lead-sheet learning", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "T7", "family": "Teacher distillation", "role": "training route", "statusGroup": "research", "status": "Untried in the specified broader training form", "recordedResult": "No new genuine training run executed for this route. A ready inference sweep cannot establish that a training approach fails.", "recordedScope": "No new original-audio inference", "currentQualification": "No teacher has demonstrated the required target-task advantage. Distillation is conditional on that evidence; it is not an available shortcut now.", "remainingPrerequisite": "Qualify representative attack/role/rest labels, rights, train/development/final separation, model objective and an admitted compute budget. T7 also requires a teacher that first proves useful.", "newRunResult": "Actual earlier POP909 and96-clip detector-domain fits are reconciled in ACTUAL-TRAINING-HISTORY.json. No broader audio-aware fit launched: current data qualification does not establish representative principal attack/rest/register truth.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "A1", "family": "Clicked notes and anchors", "role": "assisted route", "statusGroup": "retained", "status": "Retained component or workflow", "recordedResult": "Existing clicked-note/correction workflow and115/113-note projects retained byte-exact. Not unfamiliar-song automatic success.", "recordedScope": "No new original-audio inference", "currentQualification": "Editing and explicit passage adoption are available. Automatic propagation and measured human correction-time savings remain unestablished.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "A2", "family": "Exposed lead audio example", "role": "assisted route", "statusGroup": "partial", "status": "Partially tested / broader formulation unresolved", "recordedResult": "Banquet first0\u20134s exposed mixed-source example tiled to10s; both20s stems and matched detector completed. This is example-conditioned and not a pure lead stem.", "recordedScope": "Both original-game 0\u201320s excerpts; Beginning24 and Spring12 checked attacks, with frozen uncertain regions excluded", "currentQualification": "The exposed-example Banquet screen completed, but did not prove following the melody outside its query. This does not exhaust better source-qualified guides.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "A3", "family": "Keyboard/hummed guide", "role": "assisted route", "statusGroup": "partial", "status": "Partially tested / broader formulation unresolved", "recordedResult": "Actual user Beginning piano first10s: Banquet+Transkun3/24+124 extras; SoloAudio audio-guide+Transkun15/24+72. Neither improves matched23/24. All four user piano files recovered/hashes retained. No all-song new-model matrix claim.", "recordedScope": "Beginning0\u201320s only; explicit assisted category", "currentQualification": "One actual Beginning piano-guide screen completed. A guide is assistance, not independent source gold. It did not establish every user-guide/song/method combination.", "remainingPrerequisite": "No promotion. Retain exact tested configuration and score traces.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "A4", "family": "Reference MIDI/score/stems", "role": "assisted route", "statusGroup": "assisted", "status": "Assisted/reference or annotation work not completed", "recordedResult": "Supplied external MIDI/score/creator stems would change the task. Existing113 manual reference/correction artifact preserved; no additional exact external score/stem alignment experiment run.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "An authorized exact score/MIDI/stem and frozen alignment/correction-time protocol; keep separate from automatic discovery.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "A5", "family": "Expert annotation", "role": "assisted route", "statusGroup": "assisted", "status": "Assisted/reference or annotation work not completed", "recordedResult": "Recruiting an expert to label varied difficult phrases is a data project, not a downloadable inference engine. No expert hired and no new broad labels invented.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Independent source-qualified principal/attack/rest/register annotations and adjudication; then verify composition splits.", "newRunResult": "Concrete annotation protocol, 28,996 source-note tasks and 211 native-attack tasks prepared with all perceptual roles unknown. No expert labels fabricated.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "D1", "family": "POP909", "role": "dataset assessment", "statusGroup": "data", "status": "Dataset resource, not an inference method", "recordedResult": "Source suitability previously catalogued. No new corpus training or evaluation run. Dataset availability alone does not supply task-complete principal-role/repeated-attack labels.", "recordedScope": "No new original-audio inference", "currentQualification": "UPDATED: 96 actual detector clips and two matched 192-update fits completed in the cloud; 64/16/16 song split. The older zero-output readiness statement is superseded for this experiment only. Same-instrument piano does not establish mixed-game transfer.", "remainingPrerequisite": "Check exact license and coverage, audit role/attack/rest annotations and splits; MulTTiPop remains evaluation-only.", "newRunResult": null, "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "D2", "family": "ComMU", "role": "dataset assessment", "statusGroup": "data", "status": "Dataset resource, not an inference method", "recordedResult": "Source suitability previously catalogued. No new corpus training or evaluation run. Dataset availability alone does not supply task-complete principal-role/repeated-attack labels.", "recordedScope": "No new original-audio inference", "currentQualification": "Fresh primary documentation check: role-tagged MIDI ingredients; not a qualified paired mixed-audio detector-role corpus.", "remainingPrerequisite": "Known-duplicate grouping prepared. Original composition independence, qualified game/synth rendering and attack/role/rest labels still needed.", "newRunResult": "All 11,144 supplied MIDI files and metadata downloaded and parsed. No mixed audio. Clip roles are not per-attack perceptual principal labels. Twenty transpose/tempo-normalized notation groups cross the published train/val boundary.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "D3", "family": "mshoxxDB v1.2", "role": "dataset assessment", "statusGroup": "data", "status": "Dataset resource, not an inference method", "recordedResult": "Source suitability previously catalogued. No new corpus training or evaluation run. Dataset availability alone does not supply task-complete principal-role/repeated-attack labels.", "recordedScope": "No new original-audio inference", "currentQualification": "Fresh primary release check: electronic/game-related mixtures, stems and MIDI. Principal-role labels were not established by the inspected release metadata; the standalone README retrieval failed. No 630 MB corpus downloaded or qualified.", "remainingPrerequisite": "Confirm principal ownership, attacks, rests and concert-register meaning on held-out compositions before using as role truth. NC-SA data is not a production commercial license.", "newRunResult": "Full v1.2 archive downloaded; all 105 paired MIDI/FLAC stems in 18 pieces audited; two actual native detector clips. Approximate role names do not define time-varying principal ownership. Twelve pieces have multiple mel-named stems. Isolated register probes expose unresolved MIDI-key/acoustic-register semantics.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "D4", "family": "MedleyDB", "role": "dataset assessment", "statusGroup": "data", "status": "Dataset resource, not an inference method", "recordedResult": "Source suitability previously catalogued. No new corpus training or evaluation run. Dataset availability alone does not supply task-complete principal-role/repeated-attack labels.", "recordedScope": "No new original-audio inference", "currentQualification": "Fresh primary documentation check: source mixtures/stems and melody contours/source intervals. Exact repeated-note attacks require an additional validated protocol.", "remainingPrerequisite": "Obtain authorized broader audio and exact attack qualification. Source sample audio/F0 not redistributed in this compact review.", "newRunResult": "Public sample downloaded: two songs, one instrumental; one actual detector clip across an annotated source switch. Useful source intervals and frame-F0 contours; no exact repeated-note attack truth. No full-dataset access request sent.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "D5", "family": "MDB-melody-synth", "role": "dataset assessment", "statusGroup": "data", "status": "Dataset resource, not an inference method", "recordedResult": "Source suitability previously catalogued. No new corpus training or evaluation run. Dataset availability alone does not supply task-complete principal-role/repeated-attack labels.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "Derive and independently verify attack/rest labels and domain relevance before any fit.", "newRunResult": "Official schema/documentation audit only; not downloaded or musically tested here. 65 resynthesized melody/mix pairs with frame-F0 annotations; not a ready exact repeated-note attack/backing-role corpus.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "D6", "family": "MAESTRO", "role": "dataset assessment", "statusGroup": "data", "status": "Dataset resource, not an inference method", "recordedResult": "Source suitability previously catalogued. No new corpus training or evaluation run. 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Dataset availability alone does not supply task-complete principal-role/repeated-attack labels.", "recordedScope": "No new original-audio inference", "currentQualification": "Preserve the report evaluation-only restriction. No training use or reserved evaluation-content inspection.", "remainingPrerequisite": "Reserve for independent evaluation after a model and protocol are frozen; do not fold it into training.", "newRunResult": "Official dataset documentation audit; evaluation-only material not opened for fitting. Authors recommend evaluation use; no training/validation partition supplied.", "ownAudioReplacementAccepted": false, "newRunOwnAudioReplacementAccepted": false }, { "id": "X1", "family": "Samplab", "role": "additional accounting", "statusGroup": "watchlist", "status": "Unavailable own-audio route or non-distinct demonstration", "recordedResult": "Samplab no longer accepts new audio uploads in the report\u2019s checked release; not a runnable substitute.", "recordedScope": "No new original-audio inference", "currentQualification": "The recorded result applies to its exact configuration and scope. It does not exhaust every possible variant of the research family.", "remainingPrerequisite": "No promotion. 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