{ "eval_loss": 1751.7696347443955, "eval_classification_loss": 0.0, "eval_structure_loss": 546.9351056969684, "eval_event_structure_loss": 1181.9345490828805, "eval_count_loss": 22.89998726222826, "step": 660, "epoch": 14, "eval_entity_strict_micro_precision": 0.6053859964093358, "eval_entity_strict_micro_recall": 0.6410646387832699, "eval_entity_strict_micro_f1": 0.6227146814404433, "eval_entity_strict_macro_precision": 0.6423508157846086, "eval_entity_strict_macro_recall": 0.6769647894889145, "eval_entity_strict_macro_f1": 0.6579818803703069, "eval_entity_strict_support": 2630, "eval_entity_strict_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nCVE 0.9429 0.9706 0.9565 34\nCapabilities 0.4412 0.4412 0.4412 204\nData 0.5821 0.5532 0.5673 141\nDevice 0.3971 0.5192 0.4500 52\nFile 0.6622 0.6125 0.6364 80\nGPE 0.8571 0.9000 0.8780 20\nMalware 0.6000 0.7091 0.6500 55\nMoney 0.9000 0.9231 0.9114 39\nNumber 0.8571 0.9677 0.9091 31\nOrganization 0.5912 0.6424 0.6157 439\nPII 0.6712 0.8033 0.7313 122\nPatch 0.6923 0.6667 0.6792 81\nPaymentMethod 0.4706 0.4211 0.4444 19\nPerson 0.5912 0.6595 0.6235 467\nPurpose 0.5735 0.6094 0.5909 64\nSoftware 0.6237 0.5979 0.6105 97\nSystem 0.5390 0.5315 0.5352 143\nTime 0.7318 0.8086 0.7683 162\nVersion 0.5500 0.5593 0.5546 59\nVulnerability 0.6041 0.6103 0.6072 290\nWebsite 0.6111 0.7097 0.6567 31\n----------------------------------------------------------------------------------\nmicro avg 0.6054 0.6411 0.6227 2630\nmacro avg 0.6424 0.6770 0.6580 2630", "eval_entity_relaxed_micro_precision": 0.7360861759425493, "eval_entity_relaxed_micro_recall": 0.779467680608365, "eval_entity_relaxed_micro_f1": 0.7571560480147739, "eval_entity_relaxed_macro_precision": 0.7723055182241174, "eval_entity_relaxed_macro_recall": 0.8107599828326327, "eval_entity_relaxed_macro_f1": 0.789452812921618, "eval_entity_relaxed_support": 2630, "eval_entity_relaxed_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nCVE 0.9429 0.9706 0.9565 34\nCapabilities 0.6569 0.6569 0.6569 204\nData 0.7463 0.7092 0.7273 141\nDevice 0.6029 0.7885 0.6833 52\nFile 0.8108 0.7500 0.7792 80\nGPE 0.8571 0.9000 0.8780 20\nMalware 0.6769 0.8000 0.7333 55\nMoney 0.9250 0.9487 0.9367 39\nNumber 0.8571 0.9677 0.9091 31\nOrganization 0.7023 0.7631 0.7314 439\nPII 0.7192 0.8607 0.7836 122\nPatch 0.8333 0.8025 0.8176 81\nPaymentMethod 0.8824 0.7895 0.8333 19\nPerson 0.6987 0.7794 0.7368 467\nPurpose 0.7500 0.7969 0.7727 64\nSoftware 0.7097 0.6804 0.6947 97\nSystem 0.6950 0.6853 0.6901 143\nTime 0.8212 0.9074 0.8622 162\nVersion 0.8167 0.8305 0.8235 59\nVulnerability 0.7918 0.8000 0.7959 290\nWebsite 0.7222 0.8387 0.7761 31\n----------------------------------------------------------------------------------\nmicro avg 0.7361 0.7795 0.7572 2630\nmacro avg 0.7723 0.8108 0.7895 2630", "eval_event_type_strict_micro_precision": 1.0, "eval_event_type_strict_micro_recall": 0.8851351351351351, "eval_event_type_strict_micro_f1": 0.9390681003584229, "eval_event_type_strict_macro_precision": 1.0, "eval_event_type_strict_macro_recall": 0.8827379610848171, "eval_event_type_strict_macro_f1": 0.9358698641016646, "eval_event_type_strict_support": 296, "eval_event_type_strict_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nCyber.Databreach 1.0000 0.8824 0.9375 85\nCyber.DiscoverVulnerability 1.0000 0.9483 0.9735 58\nCyber.PatchVulnerability 1.0000 0.9630 0.9811 54\nCyber.Phishing 1.0000 0.8750 0.9333 48\nCyber.Ransom 1.0000 0.7451 0.8539 51\n----------------------------------------------------------------------------------\nmicro avg 1.0000 0.8851 0.9391 296\nmacro avg 1.0000 0.8827 0.9359 296", "eval_event_type_relaxed_micro_precision": 1.0, "eval_event_type_relaxed_micro_recall": 0.8851351351351351, "eval_event_type_relaxed_micro_f1": 0.9390681003584229, "eval_event_type_relaxed_macro_precision": 1.0, "eval_event_type_relaxed_macro_recall": 0.8827379610848171, "eval_event_type_relaxed_macro_f1": 0.9358698641016646, "eval_event_type_relaxed_support": 296, "eval_event_type_relaxed_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nCyber.Databreach 1.0000 0.8824 0.9375 85\nCyber.DiscoverVulnerability 1.0000 0.9483 0.9735 58\nCyber.PatchVulnerability 1.0000 0.9630 0.9811 54\nCyber.Phishing 1.0000 0.8750 0.9333 48\nCyber.Ransom 1.0000 0.7451 0.8539 51\n----------------------------------------------------------------------------------\nmicro avg 1.0000 0.8851 0.9391 296\nmacro avg 1.0000 0.8827 0.9359 296", "eval_event_trigger_strict_micro_precision": 0.7755511022044088, "eval_event_trigger_strict_micro_recall": 0.38469184890656066, "eval_event_trigger_strict_micro_f1": 0.5142857142857143, "eval_event_trigger_strict_macro_precision": 0.776684692149819, "eval_event_trigger_strict_macro_recall": 0.38866874871004586, "eval_event_trigger_strict_macro_f1": 0.5124510989048439, "eval_event_trigger_strict_support": 1006, "eval_event_trigger_strict_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nCyber.Databreach 0.7712 0.3776 0.5070 241\nCyber.DiscoverVulnerability 0.7634 0.4673 0.5797 214\nCyber.PatchVulnerability 0.7941 0.4821 0.6000 168\nCyber.Phishing 0.7722 0.3675 0.4980 166\nCyber.Ransom 0.7826 0.2488 0.3776 217\n----------------------------------------------------------------------------------\nmicro avg 0.7756 0.3847 0.5143 1006\nmacro avg 0.7767 0.3887 0.5125 1006", "eval_event_trigger_relaxed_micro_precision": 0.9018036072144289, "eval_event_trigger_relaxed_micro_recall": 0.44731610337972166, "eval_event_trigger_relaxed_micro_f1": 0.5980066445182723, "eval_event_trigger_relaxed_macro_precision": 0.9063066062769481, "eval_event_trigger_relaxed_macro_recall": 0.4527311376253924, "eval_event_trigger_relaxed_macro_f1": 0.5972094070600965, "eval_event_trigger_relaxed_support": 1006, "eval_event_trigger_relaxed_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nCyber.Databreach 0.8729 0.4274 0.5738 241\nCyber.DiscoverVulnerability 0.8855 0.5421 0.6725 214\nCyber.PatchVulnerability 0.9216 0.5595 0.6963 168\nCyber.Phishing 0.9241 0.4398 0.5959 166\nCyber.Ransom 0.9275 0.2949 0.4476 217\n----------------------------------------------------------------------------------\nmicro avg 0.9018 0.4473 0.5980 1006\nmacro avg 0.9063 0.4527 0.5972 1006", "eval_event_argument_strict_micro_precision": 0.33357400722021663, "eval_event_argument_strict_micro_recall": 0.17073170731707318, "eval_event_argument_strict_micro_f1": 0.22586164751894405, "eval_event_argument_strict_macro_precision": 0.36274976913863755, "eval_event_argument_strict_macro_recall": 0.17514969087729682, "eval_event_argument_strict_macro_f1": 0.22844850939040698, "eval_event_argument_strict_support": 2706, "eval_event_argument_strict_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nAttack-Pattern 0.2500 0.0833 0.1250 120\nAttacker 0.3077 0.1636 0.2136 220\nCVE 0.2955 0.2826 0.2889 46\nCapabilities 0.2143 0.0938 0.1304 64\nCompromised-Data 0.4965 0.2823 0.3599 248\nDamage-Amount 0.6667 0.4000 0.5000 5\nDiscoverer 0.1871 0.1625 0.1739 160\nIssues-Addressed 0.4000 0.0952 0.1538 21\nNumber-of-Data 0.2500 0.0769 0.1176 13\nNumber-of-Victim 0.7500 0.3529 0.4800 17\nPatch 0.5000 0.2111 0.2969 90\nPatch-Number 0.6000 0.1500 0.2400 20\nPayment-Method 0.1667 0.0526 0.0800 19\nPlace 0.5556 0.2632 0.3571 19\nPrice 0.2500 0.0588 0.0952 34\nPurpose 0.2759 0.1250 0.1720 64\nReleaser 0.4179 0.3218 0.3636 87\nSupported_Platform 0.0909 0.1250 0.1053 8\nTime 0.2969 0.1118 0.1624 170\nTool 0.4590 0.2240 0.3011 125\nTrusted-Entity 0.4615 0.2432 0.3186 74\nVictim 0.3178 0.1444 0.1985 471\nVulnerability 0.2965 0.1619 0.2094 315\nVulnerable_System 0.3069 0.1390 0.1914 223\nVulnerable_System_Owner 0.1739 0.1379 0.1538 29\nVulnerable_System_Version 0.4444 0.0909 0.1509 44\n----------------------------------------------------------------------------------\nmicro avg 0.3336 0.1707 0.2259 2706\nmacro avg 0.3627 0.1751 0.2284 2706", "eval_event_argument_relaxed_micro_precision": 0.8370967741935483, "eval_event_argument_relaxed_micro_recall": 0.41586538461538464, "eval_event_argument_relaxed_micro_f1": 0.5556745182012848, "eval_event_argument_relaxed_macro_precision": 0.8537486809282344, "eval_event_argument_relaxed_macro_recall": 0.400509712752279, "eval_event_argument_relaxed_macro_f1": 0.5253980503410093, "eval_event_argument_relaxed_support": 2496, "eval_event_argument_relaxed_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\nAttack-Pattern 0.7632 0.2479 0.3742 117\nAttacker 0.7870 0.4293 0.5556 198\nCVE 0.9394 0.7750 0.8493 40\nCapabilities 0.7600 0.2969 0.4270 64\nCompromised-Data 0.8769 0.4893 0.6281 233\nDamage-Amount 1.0000 0.4000 0.5714 5\nDiscoverer 0.7664 0.5816 0.6613 141\nIssues-Addressed 0.8000 0.1905 0.3077 21\nNumber-of-Data 0.7500 0.2308 0.3529 13\nNumber-of-Victim 1.0000 0.4706 0.6400 17\nPatch 0.8824 0.3896 0.5405 77\nPatch-Number 1.0000 0.2500 0.4000 20\nPayment-Method 0.8333 0.2632 0.4000 19\nPlace 1.0000 0.3684 0.5385 19\nPrice 1.0000 0.2353 0.3810 34\nPurpose 0.8889 0.3750 0.5275 64\nReleaser 0.8596 0.7000 0.7717 70\nSupported_Platform 0.5000 0.5000 0.5000 8\nTime 0.9508 0.3580 0.5202 162\nTool 0.8772 0.4348 0.5814 115\nTrusted-Entity 0.8438 0.3971 0.5400 68\nVictim 0.8232 0.3679 0.5086 443\nVulnerability 0.8526 0.4683 0.6045 284\nVulnerable_System 0.8065 0.3807 0.5172 197\nVulnerable_System_Owner 0.6364 0.6087 0.6222 23\nVulnerable_System_Version 1.0000 0.2045 0.3396 44\n----------------------------------------------------------------------------------\nmicro avg 0.8371 0.4159 0.5557 2496\nmacro avg 0.8537 0.4005 0.5254 2496", "eval_event_strict_micro_precision": 0.5177073625349488, "eval_event_strict_micro_recall": 0.27719560878243515, "eval_event_strict_micro_f1": 0.3610659733506663, "eval_event_strict_macro_precision": 0.5087477071764909, "eval_event_strict_macro_recall": 0.3030812642162231, "eval_event_strict_macro_f1": 0.36614627942175343, "eval_event_strict_support": 4008, "eval_event_strict_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\narg:Attack-Pattern 0.2500 0.0833 0.1250 120\narg:Attacker 0.3077 0.1636 0.2136 220\narg:CVE 0.2955 0.2826 0.2889 46\narg:Capabilities 0.2143 0.0938 0.1304 64\narg:Compromised-Data 0.4965 0.2823 0.3599 248\narg:Damage-Amount 0.6667 0.4000 0.5000 5\narg:Discoverer 0.1871 0.1625 0.1739 160\narg:Issues-Addressed 0.4000 0.0952 0.1538 21\narg:Number-of-Data 0.2500 0.0769 0.1176 13\narg:Number-of-Victim 0.7500 0.3529 0.4800 17\narg:Patch 0.5000 0.2111 0.2969 90\narg:Patch-Number 0.6000 0.1500 0.2400 20\narg:Payment-Method 0.1667 0.0526 0.0800 19\narg:Place 0.5556 0.2632 0.3571 19\narg:Price 0.2500 0.0588 0.0952 34\narg:Purpose 0.2759 0.1250 0.1720 64\narg:Releaser 0.4179 0.3218 0.3636 87\narg:Supported_Platform 0.0909 0.1250 0.1053 8\narg:Time 0.2969 0.1118 0.1624 170\narg:Tool 0.4590 0.2240 0.3011 125\narg:Trusted-Entity 0.4615 0.2432 0.3186 74\narg:Victim 0.3178 0.1444 0.1985 471\narg:Vulnerability 0.2965 0.1619 0.2094 315\narg:Vulnerable_System 0.3069 0.1390 0.1914 223\narg:Vulnerable_System_Owner 0.1739 0.1379 0.1538 29\narg:Vulnerable_System_Version 0.4444 0.0909 0.1509 44\ntrigger:Cyber.Databreach 0.7712 0.3776 0.5070 241\ntrigger:Cyber.DiscoverVulnerability 0.7634 0.4673 0.5797 214\ntrigger:Cyber.PatchVulnerability 0.7941 0.4821 0.6000 168\ntrigger:Cyber.Phishing 0.7722 0.3675 0.4980 166\ntrigger:Cyber.Ransom 0.7826 0.2488 0.3776 217\ntype:Cyber.Databreach 1.0000 0.8824 0.9375 85\ntype:Cyber.DiscoverVulnerability 1.0000 0.9483 0.9735 58\ntype:Cyber.PatchVulnerability 1.0000 0.9630 0.9811 54\ntype:Cyber.Phishing 1.0000 0.8750 0.9333 48\ntype:Cyber.Ransom 1.0000 0.7451 0.8539 51\n----------------------------------------------------------------------------------\nmicro avg 0.5177 0.2772 0.3611 4008\nmacro avg 0.5087 0.3031 0.3661 4008", "eval_event_relaxed_micro_precision": 0.8745627186406797, "eval_event_relaxed_micro_recall": 0.46076882569773564, "eval_event_relaxed_micro_f1": 0.6035523366097603, "eval_event_relaxed_macro_precision": 0.8813610759866344, "eval_event_relaxed_macro_recall": 0.4747388340308418, "eval_event_relaxed_macro_f1": 0.5923818240187514, "eval_event_relaxed_support": 3798, "eval_event_relaxed_classification_report": "label precision recall f1 support\n----------------------------------------------------------------------------------\narg:Attack-Pattern 0.7632 0.2479 0.3742 117\narg:Attacker 0.7870 0.4293 0.5556 198\narg:CVE 0.9394 0.7750 0.8493 40\narg:Capabilities 0.7600 0.2969 0.4270 64\narg:Compromised-Data 0.8769 0.4893 0.6281 233\narg:Damage-Amount 1.0000 0.4000 0.5714 5\narg:Discoverer 0.7664 0.5816 0.6613 141\narg:Issues-Addressed 0.8000 0.1905 0.3077 21\narg:Number-of-Data 0.7500 0.2308 0.3529 13\narg:Number-of-Victim 1.0000 0.4706 0.6400 17\narg:Patch 0.8824 0.3896 0.5405 77\narg:Patch-Number 1.0000 0.2500 0.4000 20\narg:Payment-Method 0.8333 0.2632 0.4000 19\narg:Place 1.0000 0.3684 0.5385 19\narg:Price 1.0000 0.2353 0.3810 34\narg:Purpose 0.8889 0.3750 0.5275 64\narg:Releaser 0.8596 0.7000 0.7717 70\narg:Supported_Platform 0.5000 0.5000 0.5000 8\narg:Time 0.9508 0.3580 0.5202 162\narg:Tool 0.8772 0.4348 0.5814 115\narg:Trusted-Entity 0.8438 0.3971 0.5400 68\narg:Victim 0.8232 0.3679 0.5086 443\narg:Vulnerability 0.8526 0.4683 0.6045 284\narg:Vulnerable_System 0.8065 0.3807 0.5172 197\narg:Vulnerable_System_Owner 0.6364 0.6087 0.6222 23\narg:Vulnerable_System_Version 1.0000 0.2045 0.3396 44\ntrigger:Cyber.Databreach 0.8729 0.4274 0.5738 241\ntrigger:Cyber.DiscoverVulnerability 0.8855 0.5421 0.6725 214\ntrigger:Cyber.PatchVulnerability 0.9216 0.5595 0.6963 168\ntrigger:Cyber.Phishing 0.9241 0.4398 0.5959 166\ntrigger:Cyber.Ransom 0.9275 0.2949 0.4476 217\ntype:Cyber.Databreach 1.0000 0.8824 0.9375 85\ntype:Cyber.DiscoverVulnerability 1.0000 0.9483 0.9735 58\ntype:Cyber.PatchVulnerability 1.0000 0.9630 0.9811 54\ntype:Cyber.Phishing 1.0000 0.8750 0.9333 48\ntype:Cyber.Ransom 1.0000 0.7451 0.8539 51\n----------------------------------------------------------------------------------\nmicro avg 0.8746 0.4608 0.6036 3798\nmacro avg 0.8814 0.4747 0.5924 3798", "eval_entity_error_COR": 1715, "eval_entity_error_LE": 44, "eval_entity_error_BES": 143, "eval_entity_error_BEL": 148, "eval_entity_error_BEO": 39, "eval_entity_error_LBE": 61, "eval_entity_error_FP": 635, "eval_entity_error_FN": 480, "eval_entity_fair_micro_precision": 0.667964946445959, "eval_entity_fair_micro_recall": 0.7108808290155441, "eval_entity_fair_micro_f1": 0.6887550200803213, "eval_entity_fair_support": 2630, "eval_entity_error_report": "entity error analysis (Ortmann 2022, fair evaluation)\ntype count\n-----------------\nCOR 1715\nLE 44\nBES 143\nBEL 148\nBEO 39\nLBE 61\nFP 635\nFN 480\n-----------------\nfair P / R / F1: 0.6680 / 0.7109 / 0.6888\n\nlabel confusions (gold -> pred):\n Organization -> Person: 12\n Person -> Organization: 7\n Capabilities -> Person: 5\n Data -> PII: 5\n System -> Organization: 5\n System -> Capabilities: 4\n Capabilities -> Organization: 3\n Person -> Vulnerability: 3\n Software -> Capabilities: 3\n System -> Software: 3\n Vulnerability -> System: 3\n Capabilities -> Malware: 2\n Capabilities -> Purpose: 2\n Capabilities -> Vulnerability: 2\n Capabilities -> Website: 2\n Data -> File: 2\n Patch -> System: 2\n Patch -> Version: 2\n Person -> PII: 2\n Purpose -> Data: 2\n Purpose -> PII: 2\n System -> Device: 2\n Vulnerability -> Software: 2\n Website -> System: 2\n Capabilities -> Data: 1\n Capabilities -> Software: 1\n Device -> Software: 1\n File -> Capabilities: 1\n Malware -> Capabilities: 1\n Organization -> Data: 1\n Organization -> Device: 1\n Organization -> File: 1\n Organization -> Vulnerability: 1\n PII -> Data: 1\n PII -> Person: 1\n Patch -> Person: 1\n Patch -> Vulnerability: 1\n Person -> Capabilities: 1\n Person -> Software: 1\n Purpose -> Capabilities: 1\n Software -> Organization: 1\n Software -> Patch: 1\n Software -> System: 1\n Software -> Version: 1\n Software -> Vulnerability: 1\n System -> Data: 1\n Time -> Patch: 1\n Version -> Organization: 1\n Vulnerability -> Capabilities: 1\n Vulnerability -> Organization: 1", "eval_event_trigger_error_COR": 387, "eval_event_trigger_error_LE": 2, "eval_event_trigger_error_BES": 36, "eval_event_trigger_error_BEL": 24, "eval_event_trigger_error_BEO": 3, "eval_event_trigger_error_LBE": 0, "eval_event_trigger_error_FP": 47, "eval_event_trigger_error_FN": 554, "eval_event_trigger_fair_micro_precision": 0.8295819935691319, "eval_event_trigger_fair_micro_recall": 0.3975346687211094, "eval_event_trigger_fair_micro_f1": 0.5375, "eval_event_trigger_fair_support": 1006, "eval_event_trigger_error_report": "event_trigger error analysis (Ortmann 2022, fair evaluation)\ntype count\n-----------------\nCOR 387\nLE 2\nBES 36\nBEL 24\nBEO 3\nLBE 0\nFP 47\nFN 554\n-----------------\nfair P / R / F1: 0.8296 / 0.3975 / 0.5375\n\nlabel confusions (gold -> pred):\n Cyber.Databreach -> Cyber.Ransom: 2", "eval_event_argument_error_COR": 891, "eval_event_argument_error_LE": 26, "eval_event_argument_error_BES": 58, "eval_event_argument_error_BEL": 70, "eval_event_argument_error_BEO": 10, "eval_event_argument_error_LBE": 28, "eval_event_argument_error_FP": 135, "eval_event_argument_error_FN": 1360, "eval_event_argument_fair_micro_precision": 0.7941176470588235, "eval_event_argument_fair_micro_recall": 0.37963357477631016, "eval_event_argument_fair_micro_f1": 0.51369270683194, "eval_event_argument_fair_support": 2443, "eval_event_argument_error_report": "event_argument error analysis (Ortmann 2022, fair evaluation)\ntype count\n-----------------\nCOR 891\nLE 26\nBES 58\nBEL 70\nBEO 10\nLBE 28\nFP 135\nFN 1360\n-----------------\nfair P / R / F1: 0.7941 / 0.3796 / 0.5137\n\nlabel confusions (gold -> pred):\n Vulnerable_System -> Supported_Platform: 4\n Discoverer -> Attacker: 3\n Attacker -> Victim: 2\n Capabilities -> Discoverer: 2\n Compromised-Data -> Victim: 2\n Discoverer -> Releaser: 2\n Discoverer -> Vulnerable_System_Owner: 2\n Purpose -> Compromised-Data: 2\n Releaser -> Discoverer: 2\n Trusted-Entity -> Victim: 2\n Victim -> Attack-Pattern: 2\n Victim -> Trusted-Entity: 2\n Vulnerability -> Discoverer: 2\n Vulnerability -> Vulnerable_System: 2\n Vulnerable_System -> Releaser: 2\n Attack-Pattern -> Purpose: 1\n Attack-Pattern -> Tool: 1\n Attack-Pattern -> Trusted-Entity: 1\n Attack-Pattern -> Victim: 1\n Attacker -> Capabilities: 1\n Capabilities -> Vulnerability: 1\n Compromised-Data -> Vulnerable_System_Owner: 1\n Issues-Addressed -> Releaser: 1\n Number-of-Victim -> Number-of-Data: 1\n Patch -> Vulnerable_System: 1\n Patch-Number -> Discoverer: 1\n Tool -> Vulnerability: 1\n Victim -> Vulnerable_System: 1\n Victim -> Vulnerable_System_Owner: 1\n Vulnerability -> Releaser: 1\n Vulnerable_System -> Capabilities: 1\n Vulnerable_System -> Vulnerability: 1\n Vulnerable_System -> Vulnerable_System_Owner: 1\n Vulnerable_System_Owner -> Discoverer: 1\n Vulnerable_System_Owner -> Vulnerable_System: 1\n Vulnerable_System_Version -> Vulnerable_System: 1" }