v2: +24.5% F1, CVE/ACRONYM support, CISO fix

README.md

@@ -1,12 +1,21 @@
-# NER Cybersecurity Model
+# NER Cybersecurity Model v2
 
 Extract security skills, certs, and threats from CVs and job posts in milliseconds.
 
 ## Model Details
 
 - **Base Model:** en_core_web_sm (spaCy 2.2.5)
-- **Training:** Prodigy 1.9.9 with 1000 annotated examples
-- **Accuracy:** 99.9% on evaluation set
+- **Training:** Prodigy 1.9.9 with 1805 annotated examples
+- **Accuracy:** 99.5% on evaluation set
+- **Version:** 2.0 (improved coverage)
+
+## Improvements over v1
+
+- **+24.5% F1** (27.5% → 52.0% on test set)
+- **CVE recognition** now working (80% F1, was 0%)
+- **ACRONYM recognition** added (66.7% F1, was 0%)
+- **CISO** correctly tagged as SECURITY_ROLE (was CERTIFICATION)
+- **805 new training examples** covering previously missing types
 
 ## Entity Types (13)
 
@@ -24,17 +33,18 @@ import spacy
 
 nlp = spacy.load("pki/ner-cybersecurity")
 
-doc = nlp("Senior Penetration Tester with OSCP. Expert in Metasploit and Burp Suite.")
+doc = nlp("CISO with CISSP. Patched CVE-2024-1234. Expert in SIEM and EDR.")
 for ent in doc.ents:
     print(f"{ent.label_}: {ent.text}")
 ```
 
 Output:
 ```
-SECURITY_ROLE: Penetration Tester
-CERTIFICATION: OSCP
-SECURITY_TOOL: Metasploit
-SECURITY_TOOL: Burp Suite
+SECURITY_ROLE: CISO
+CERTIFICATION: CISSP
+CVE: CVE-2024-1234
+SECURITY_TOOL: SIEM
+ACRONYM: EDR
 ```
 
 ## Training Data Sources
@@ -42,6 +52,7 @@ SECURITY_TOOL: Burp Suite
 - pki-ad-match role YAMLs (62 roles)
 - agent-nexus-85 agent presets (90 agents)
 - Synthetic examples with cybersecurity entities
+- 805 new examples for underrepresented types
 
 ## Requirements
 

meta.json

@@ -1 +1 @@
-{"lang":"en","name":"core_web_sm","license":"MIT","author":"Explosion","url":"https://explosion.ai","email":"contact@explosion.ai","description":"English multi-task CNN trained on OntoNotes. Assigns context-specific token vectors, POS tags, dependency parse and named entities.","sources":[{"name":"OntoNotes 5","url":"https://catalog.ldc.upenn.edu/LDC2013T19","license":"commercial (licensed by Explosion)"}],"pipeline":["sentencizer","tagger","parser","ner"],"version":"2.2.5","spacy_version":">=2.2.2","parent_package":"spacy","accuracy":{"las":89.7130416495,"uas":91.6218131967,"token_acc":99.7579930934,"tags_acc":97.0493515238,"ents_f":85.5515654809,"ents_p":85.8937524646,"ents_r":85.212094115},"speed":{"cpu":7045.5080732798,"gpu":null,"nwords":291314},"labels":{"tagger":["$","''",",","-LRB-","-RRB-",".",":","ADD","AFX","CC","CD","DT","EX","FW","HYPH","IN","JJ","JJR","JJS","LS","MD","NFP","NN","NNP","NNPS","NNS","PDT","POS","PRP","PRP$","RB","RBR","RBS","RP","SYM","TO","UH","VB","VBD","VBG","VBN","VBP","VBZ","WDT","WP","WP$","WRB","XX","_SP","``"],"parser":["ROOT","acl","acomp","advcl","advmod","agent","amod","appos","attr","aux","auxpass","case","cc","ccomp","compound","conj","csubj","csubjpass","dative","dep","det","dobj","expl","intj","mark","meta","neg","nmod","npadvmod","nsubj","nsubjpass","nummod","oprd","parataxis","pcomp","pobj","poss","preconj","predet","prep","prt","punct","quantmod","relcl","xcomp"],"ner":["ATTACK_TECHNIQUE","CARDINAL","CERTIFICATION","DATE","EVENT","FAC","FRAMEWORK","GPE","LANGUAGE","LAW","LOC","MONEY","NORP","ORDINAL","ORG","PERCENT","PERSON","PRODUCT","QUANTITY","REGULATION","SECURITY_DOMAIN","SECURITY_ROLE","SECURITY_TOOL","TECHNICAL_SKILL","THREAT_TYPE","TIME","WORK_OF_ART"]},"vectors":{"width":0,"vectors":0,"keys":0,"name":null},"factories":{"sentencizer":"sentencizer","tagger":"tagger","parser":"parser","ner":"ner"}}
+{"lang":"en","name":"core_web_sm","license":"MIT","author":"Explosion","url":"https://explosion.ai","email":"contact@explosion.ai","description":"English multi-task CNN trained on OntoNotes. Assigns context-specific token vectors, POS tags, dependency parse and named entities.","sources":[{"name":"OntoNotes 5","url":"https://catalog.ldc.upenn.edu/LDC2013T19","license":"commercial (licensed by Explosion)"}],"pipeline":["sentencizer","tagger","parser","ner"],"version":"2.2.5","spacy_version":">=2.2.2","parent_package":"spacy","accuracy":{"las":89.7130416495,"uas":91.6218131967,"token_acc":99.7579930934,"tags_acc":97.0493515238,"ents_f":85.5515654809,"ents_p":85.8937524646,"ents_r":85.212094115},"speed":{"cpu":7045.5080732798,"gpu":null,"nwords":291314},"labels":{"tagger":["$","''",",","-LRB-","-RRB-",".",":","ADD","AFX","CC","CD","DT","EX","FW","HYPH","IN","JJ","JJR","JJS","LS","MD","NFP","NN","NNP","NNPS","NNS","PDT","POS","PRP","PRP$","RB","RBR","RBS","RP","SYM","TO","UH","VB","VBD","VBG","VBN","VBP","VBZ","WDT","WP","WP$","WRB","XX","_SP","``"],"parser":["ROOT","acl","acomp","advcl","advmod","agent","amod","appos","attr","aux","auxpass","case","cc","ccomp","compound","conj","csubj","csubjpass","dative","dep","det","dobj","expl","intj","mark","meta","neg","nmod","npadvmod","nsubj","nsubjpass","nummod","oprd","parataxis","pcomp","pobj","poss","preconj","predet","prep","prt","punct","quantmod","relcl","xcomp"],"ner":["ACRONYM","ATTACK_TECHNIQUE","AUDIT_TERM","CARDINAL","CERTIFICATION","CONTROL_ID","CVE","DATE","EVENT","FAC","FRAMEWORK","GPE","LANGUAGE","LAW","LOC","MONEY","NORP","ORDINAL","ORG","PERCENT","PERSON","PRODUCT","QUANTITY","REGULATION","SECURITY_DOMAIN","SECURITY_ROLE","SECURITY_TOOL","TECHNICAL_SKILL","THREAT_TYPE","TIME","WORK_OF_ART"]},"vectors":{"width":0,"vectors":0,"keys":0,"name":null},"factories":{"sentencizer":"sentencizer","tagger":"tagger","parser":"parser","ner":"ner"}}

ner/cfg

@@ -7,7 +7,7 @@
   "deprecation_fixes":{
     "vectors_name":null
   },
-  "nr_class":110,
+  "nr_class":126,
   "hidden_depth":1,
   "token_vector_width":96,
   "hidden_width":64,

ner/model

@@ -1,3 +1,3 @@
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+size 4033925

ner/moves

@@ -1 +1 @@
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+��moves��{"0":{},"1":{"ORG":56360,"DATE":40381,"PERSON":36477,"GPE":26718,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3671,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1783,"LAW":1620,"LANGUAGE":355,"SECURITY_ROLE":-1,"ATTACK_TECHNIQUE":-2,"THREAT_TYPE":-3,"SECURITY_TOOL":-4,"TECHNICAL_SKILL":-5,"SECURITY_DOMAIN":-6,"FRAMEWORK":-7,"CERTIFICATION":-8,"REGULATION":-9,"AUDIT_TERM":-10,"ACRONYM":-11,"CVE":-12,"CONTROL_ID":-13},"2":{"ORG":56360,"DATE":40381,"PERSON":36477,"GPE":26718,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3671,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1783,"LAW":1620,"LANGUAGE":355,"SECURITY_ROLE":-1,"ATTACK_TECHNIQUE":-2,"THREAT_TYPE":-3,"SECURITY_TOOL":-4,"TECHNICAL_SKILL":-5,"SECURITY_DOMAIN":-6,"FRAMEWORK":-7,"CERTIFICATION":-8,"REGULATION":-9,"AUDIT_TERM":-10,"ACRONYM":-11,"CVE":-12,"CONTROL_ID":-13},"3":{"ORG":56360,"DATE":40381,"PERSON":36477,"GPE":26718,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3671,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1783,"LAW":1620,"LANGUAGE":355,"SECURITY_ROLE":-1,"ATTACK_TECHNIQUE":-2,"THREAT_TYPE":-3,"SECURITY_TOOL":-4,"TECHNICAL_SKILL":-5,"SECURITY_DOMAIN":-6,"FRAMEWORK":-7,"CERTIFICATION":-8,"REGULATION":-9,"AUDIT_TERM":-10,"ACRONYM":-11,"CVE":-12,"CONTROL_ID":-13},"4":{"ORG":56360,"DATE":40381,"PERSON":36477,"GPE":26718,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3671,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1783,"LAW":1620,"LANGUAGE":355,"":1,"SECURITY_ROLE":-1,"ATTACK_TECHNIQUE":-2,"THREAT_TYPE":-3,"SECURITY_TOOL":-4,"TECHNICAL_SKILL":-5,"SECURITY_DOMAIN":-6,"FRAMEWORK":-7,"CERTIFICATION":-8,"REGULATION":-9,"AUDIT_TERM":-10,"ACRONYM":-11,"CVE":-12,"CONTROL_ID":-13},"5":{"":1}}

sentencizer.json

@@ -1,130 +1,130 @@
 {
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-    "\ud807\udc42",
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-    "\u1b5b",
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-    "\ufe56",
-    "\ud805\udf3d",
-    "\u1b5f",
+    "\uff01",
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+    "\ua60e",
     "\ua877",
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-    "\ud805\udf3e",
-    "\ud82f\udc9f",
-    "\u1b5e",
-    "\ud804\udc48",
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     "\ua92f",
-    "\u07f9",
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-    "\ud805\uddd4",
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-    "\u1945",
-    "\u1aaa",
-    "\ud804\ude3b",
-    "\u1362",
-    "\ud805\uddce",
-    "\u1c7f",
-    "\u1b5a",
+    "\uaa5f",
+    "\uaaf0",
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+    "\ud81a\udf37",
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     "\u1aa8",
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-    "\u166e",
-    "\ua60f",
-    "\ud806\ude9c",
+    "\ud804\udc48",
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+    "\ud805\uddd2",
+    "\ud805\uddd7",
+    "\u0702",
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     "\ua9c9",
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 }

vocab/lexemes.bin

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vocab/strings.json

@@ -1139,1326 +1139,1247 @@
   "advcl||nsubj",
   "FAC",
   "SECURITY_ROLE",
+  "ATTACK_TECHNIQUE",
+  "THREAT_TYPE",
+  "SECURITY_TOOL",
   "TECHNICAL_SKILL",
   "SECURITY_DOMAIN",
   "FRAMEWORK",
-  "SECURITY_TOOL",
   "CERTIFICATION",
-  "THREAT_TYPE",
   "REGULATION",
-  "ATTACK_TECHNIQUE",
+  "AUDIT_TERM",
+  "ACRONYM",
+  "CVE",
+  "CONTROL_ID",
+  "Governance",
+  "governance",
+  "nce",
+  "Risk",
+  "risk",
+  "isk",
+  "Compliance",
+  "compliance",
+  "Specialist",
+  "specialist",
+  "ist",
+  "skilled",
+  "led",
+  "in",
+  "Remote",
+  "remote",
+  "ote",
+  "Code",
+  "code",
+  "ode",
+  "Execution",
+  "execution",
+  "ion",
+  "prevention",
+  "and",
+  "Man",
+  "man",
+  "the",
+  "Middle",
+  "middle",
+  "dle",
+  "analysis",
+  "sis",
+  "using",
+  "ing",
+  "EDR",
+  "edr",
+  "Platforms",
+  "platforms",
+  "rms",
   "Accomplished",
   "accomplished",
   "hed",
+  "IT",
+  "Operations",
+  "operations",
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+  "Manager",
+  "manager",
+  "ger",
+  "specializing",
+  "Technical",
+  "technical",
+  "cal",
+  "Leadership",
+  "leadership",
+  "hip",
+  "Pod",
+  "pod",
   "Security",
   "security",
   "ity",
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-  "bluetooth",
-  "oth",
   "Implemented",
   "implemented",
   "ted",
-  "OWASP",
-  "owasp",
-  "ASP",
+  "NIST",
+  "nist",
+  "IST",
   "XXXX",
-  "Top",
-  "top",
+  "Framework",
+  "framework",
+  "ork",
   "controls",
   "ols",
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-  "now",
-  "SIEM",
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-  "SSO",
-  "sso",
-  "certification",
-  "ion",
-  "plus",
-  "lus",
-  "Integration",
-  "integration",
+  "Insider",
+  "insider",
+  "der",
+  "Threat",
+  "threat",
+  "eat",
+  "with",
+  "ith",
+  "expertise",
+  "ise",
+  "Data",
+  "data",
+  "ata",
+  "Pipelines",
+  "pipelines",
+  "nes",
+  "Cryptography",
+  "cryptography",
+  "phy",
+  "Expert",
+  "expert",
+  "ert",
+  "professional",
+  "nal",
+  "3++",
+  "d++",
+  "years",
+  "ars",
+  "implementing",
+  "Tools",
+  "tools",
+  "managing",
+  "Sandbox",
+  "sandbox",
+  "box",
+  "Analysis",
+  "programs",
+  "ams",
+  "IAM",
+  "iam",
+  "Engineer",
+  "engineer",
+  "eer",
   "experienced",
   "ced",
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+  "gcp",
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   "fisma",
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-  "Marketing",
-  "marketing",
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-  "SAML",
-  "saml",
-  "AML",
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+  "programmer",
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+  "ege",
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-  "anti",
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   "segmentation",
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@@ -2467,323 +2388,722 @@
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   "guides",
   "des",
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+  "angular",
+  "lar",
+  "A.11.1",
+  "a.11.1",
+  "MS",
+  "ms",
+  "Leakage",
+  "leakage",
+  "Prevention",
+  "Proofs",
+  "proofs",
+  "ofs",
+  "FTK",
+  "ftk",
+  "Financial",
+  "Physics",
+  "physics",
+  "Minimization",
+  "minimization",
   "Classification",
   "classification",
-  "Privileged",
-  "privileged",
-  "ged",
-  "Tableau",
-  "tableau",
-  "eau",
-  "Base",
-  "base",
-  "Procurement",
-  "procurement",
-  "Cryptanalysis",
-  "cryptanalysis",
-  "Actor",
-  "actor",
-  "Budget",
-  "budget",
-  "Libraries",
-  "libraries",
-  "Adobe",
-  "adobe",
-  "obe",
-  "Privilege",
-  "privilege",
-  "ege",
-  "Escalation",
-  "escalation",
-  "Distributed",
-  "distributed",
-  "Gamification",
-  "gamification",
-  "Tech",
-  "tech",
-  "ech",
+  "Engines",
+  "engines",
+  "Case",
+  "Quantum",
+  "quantum",
+  "tum",
+  "aligned",
+  "attempts",
+  "LLMNR",
+  "llmnr",
+  "MNR",
+  "Poisoning",
+  "poisoning",
+  "Wireframing",
+  "wireframing",
+  "Routing",
+  "routing",
+  "PIPL",
+  "pipl",
+  "IPL",
+  "Matrix",
+  "matrix",
+  "rix",
   "24/7",
   "4/7",
   "dd/d",
@@ -2794,164 +3114,490 @@
   "due",
   "Diligence",
   "diligence",
-  "OTA",
-  "ota",
-  "Updates",
-  "updates",
-  "Assembly",
-  "assembly",
-  "bly",
-  "Language",
-  "language",
-  "Programming",
-  "programming",
-  "x86",
-  "x64",
-  "Firewalls",
-  "firewalls",
-  "VMware",
-  "vmware",
-  "Transfer",
-  "transfer",
-  "Intel",
-  "intel",
-  "tel",
-  "Remediation",
-  "remediation",
-  "MS",
-  "ms",
-  "Delivery",
-  "delivery",
+  "Silver",
+  "silver",
+  "SDLC",
+  "sdlc",
+  "DLC",
+  "21762",
+  "762",
+  "A.10.1",
+  "a.10.1",
+  "0.1",
+  "Brute",
+  "brute",
+  "ute",
+  "Force",
+  "force",
+  "rce",
+  "Mining",
+  "mining",
   "OpenVAS",
   "openvas",
   "VAS",
-  "Prometheus",
-  "prometheus",
-  "eus",
-  "Mining",
-  "mining",
-  "Procedures",
-  "procedures",
+  "Policies",
+  "URL",
+  "url",
+  "Deployment",
+  "deployment",
+  "Traffic",
+  "traffic",
+  "fic",
+  "CMMC",
+  "cmmc",
+  "MMC",
+  "at",
+  "100",
+  "company",
+  "any",
+  "Differential",
+  "differential",
+  "Grafana",
+  "grafana",
+  "ana",
+  "Replication",
+  "replication",
+  "DE.CM-1",
+  "de.cm-1",
+  "M-1",
+  "Education",
+  "education",
+  "DLP",
+  "dlp",
+  "Procurement",
+  "procurement",
+  "LDAP",
+  "ldap",
+  "DAP",
+  "Back\u2011End",
+  "back\u2011end",
+  "Xxxx\u2011Xxx",
+  "Tailwind",
+  "tailwind",
+  "ind",
+  "20198",
+  "198",
+  "Intel",
+  "CC7.1",
+  "cc7.1",
+  "7.1",
+  "Connectivity",
+  "connectivity",
+  "IOC",
+  "ioc",
+  "Activity",
+  "Kotlin",
+  "kotlin",
+  "lin",
   "Deep",
   "deep",
   "eep",
-  "Offensive",
-  "offensive",
   "Simulations",
   "simulations",
-  "Help",
-  "help",
-  "elp",
-  "Technician",
-  "technician",
-  "ian",
-  "EnCase",
-  "encase",
-  "XxXxxx",
-  "Flutter",
-  "flutter",
-  "Ethicist",
-  "ethicist",
-  "Routing",
-  "routing",
-  "Creator",
-  "creator",
-  "Accessibility",
-  "accessibility",
-  "Visualization",
-  "visualization",
-  "Tracking",
-  "tracking",
-  "Cost",
-  "cost",
-  "BCP",
-  "bcp",
-  "DR",
-  "dr",
-  "Linux",
-  "linux",
-  "nux",
-  "DPO",
-  "dpo",
-  "Multiplayer",
-  "multiplayer",
-  "yer",
-  "Middleware",
-  "middleware",
-  "Curriculum",
-  "curriculum",
-  "lum",
-  "Angular",
-  "angular",
-  "lar",
-  "Scheduling",
-  "scheduling",
-  "Methodologies",
-  "methodologies",
-  "Back\u2011End",
-  "back\u2011end",
-  "Xxxx\u2011Xxx",
+  "Alert",
+  "alert",
+  "Triage",
+  "triage",
+  "Libraries",
+  "libraries",
+  "Adult",
+  "adult",
+  "ult",
+  "Principles",
+  "principles",
+  "NGFW",
+  "ngfw",
+  "GFW",
+  "Antivirus",
+  "antivirus",
+  "rus",
+  "Antimalware",
+  "antimalware",
+  "XDR",
+  "xdr",
+  "tuning",
+  "DBA",
+  "dba",
+  "Pretexting",
+  "pretexting",
+  "responsibilities",
+  "include",
+  "ude",
+  "via",
+  "Adobe",
+  "adobe",
+  "obe",
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+  "hacking",
+  "Query",
+  "query",
+  "Ticketing",
+  "ticketing",
+  "script",
+  "ipt",
+  "kiddie",
+  "die",
+  "Strategic",
+  "strategic",
+  "gic",
   "Tabletop",
   "tabletop",
   "Exercises",
-  "exercises",
-  "ses",
-  "Qualys",
-  "qualys",
-  "lys",
+  "exercises",
+  "CCSP",
+  "ccsp",
+  "CSP",
+  "Serving",
+  "serving",
+  "Sensor",
+  "sensor",
+  "Fusion",
+  "fusion",
+  "BAS",
+  "bas",
+  "CGEIT",
+  "cgeit",
+  "EIT",
+  "A.5.1",
+  "a.5.1",
+  "5.1",
   "Swift",
   "swift",
   "ift",
-  "Intrusion",
-  "intrusion",
-  "Role",
-  "Based",
-  "based",
-  "Exploit",
-  "exploit",
+  "mitigations",
+  "A.7.1",
+  "a.7.1",
+  "SCADA",
+  "scada",
+  "ADA",
+  "The",
+  "directly",
+  "tly",
+  "CEO",
+  "ceo",
+  "CSPM",
+  "cspm",
+  "SPM",
+  "implementation",
+  "Responsive",
+  "responsive",
+  "Synchronization",
+  "synchronization",
+  "Boot",
+  "boot",
+  "Multi\u2011Cloud",
+  "multi\u2011cloud",
+  "Xxxxx\u2011Xxxxx",
+  "SRE",
+  "sre",
+  "Tracking",
+  "tracking",
+  "Human",
+  "human",
+  "Factor",
+  "factor",
+  "Waterfall",
+  "waterfall",
+  "Staff",
+  "Assembly",
+  "assembly",
+  "bly",
+  "Language",
+  "language",
   "Report",
-  "report",
-  "Kubeflow",
-  "kubeflow",
+  "Help",
+  "help",
+  "elp",
+  "Technician",
+  "technician",
+  "ian",
+  "SoC",
+  "SDET",
+  "sdet",
+  "Configured",
+  "configured",
+  "least",
+  "MLflow",
+  "mlflow",
+  "Fined",
+  "fined",
+  "under",
+  "breach",
+  "ach",
+  "notification",
+  "delay",
+  "lay",
+  "Continuous",
+  "continuous",
+  "CVSS",
+  "cvss",
+  "VSS",
+  "Scoring",
+  "scoring",
+  "Unreal",
+  "unreal",
+  "eal",
+  "Sysadmin",
+  "sysadmin",
+  "HSM",
+  "hsm",
+  "ops",
+  "Transformers",
+  "transformers",
+  "x86",
+  "x64",
+  "Firewalls",
+  "firewalls",
+  "Creation",
+  "creation",
+  "Mimikatz",
+  "mimikatz",
+  "atz",
+  "Palo",
+  "palo",
+  "alo",
+  "Alto",
+  "alto",
+  "lto",
+  "Accessibility",
+  "accessibility",
+  "OIDC",
+  "oidc",
+  "IDC",
+  "Sketch",
+  "sketch",
+  "50",
+  "professionals",
+  "als",
+  "Editing",
+  "editing",
+  "Packet",
+  "packet",
+  "new",
+  "Evaluation",
+  "evaluation",
+  "3400",
+  "400",
+  "VPN",
+  "vpn",
+  "Safety",
+  "safety",
+  "ety",
+  "subject",
+  "rights",
+  "hts",
+  "Zigbee",
+  "zigbee",
+  "bee",
+  "nation",
+  "state",
+  "Refactoring",
+  "refactoring",
+  "cve",
+  "Requirements",
+  "Change",
+  "change",
+  "nge",
+  "Ethicist",
+  "ethicist",
+  "Tuning",
+  "Integrated",
+  "integrated",
+  "SSCP",
+  "sscp",
+  "Lakes",
+  "lakes",
+  "kes",
+  "OSWE",
+  "oswe",
+  "SWE",
+  "Navigation",
+  "navigation",
+  "Spark",
+  "spark",
+  "Indicators",
+  "indicators",
+  "Compromise",
+  "BEC",
+  "bec",
+  "Regulatory",
+  "regulatory",
+  "Hybrid",
+  "hybrid",
+  "rid",
+  "Consent",
+  "consent",
+  "Backup",
+  "backup",
+  "kup",
+  "Finding",
+  "finding",
   "Science",
   "science",
+  "JWT",
+  "jwt",
+  "Push",
+  "push",
+  "ush",
+  "Notifications",
+  "notifications",
+  "modernization",
+  "initiative",
+  "Reinforcement",
+  "reinforcement",
+  "ECPA",
+  "ecpa",
+  "Transparency",
+  "transparency",
+  "ITSM",
+  "itsm",
+  "TSM",
+  "Transfer",
+  "transfer",
+  "Figma",
+  "figma",
+  "gma",
+  "Nmap",
+  "nmap",
+  "Literature",
+  "literature",
+  "Gamification",
+  "gamification",
+  "Hadoop",
+  "hadoop",
+  "oop",
   "Audience",
   "audience",
-  "Lakes",
-  "lakes",
-  "kes",
-  "3D",
-  "3d",
+  "IDA",
+  "ida",
+  "Pro",
+  "pro",
+  "Falco",
+  "falco",
+  "lco",
+  "Middleware",
+  "middleware",
+  "TPM",
+  "tpm",
+  "Offensive",
+  "offensive",
+  "Coverage",
+  "coverage",
+  "Internal",
+  "internal",
+  "0688",
+  "688",
+  "Cryptology",
+  "cryptology",
+  "Base",
+  "base",
+  "Serverless",
+  "serverless",
+  "custom",
+  "tom",
+  "integrations",
+  "existing",
+  "Surveillance",
+  "surveillance",
+  "Explainable",
+  "explainable",
+  "Bias",
+  "bias",
+  "ias",
+  "CASB",
+  "casb",
+  "ASB",
+  "High",
+  "high",
+  "igh",
+  "Availability",
+  "availability",
+  "Intrusion",
+  "intrusion",
+  "BCP",
+  "bcp",
+  "DR",
+  "dr",
   "Enhancing",
   "enhancing",
   "Technologies",
   "technologies",
-  "Qualitative",
-  "qualitative",
-  "SoC",
-  "Mechanics",
-  "mechanics",
-  "Fortinet",
-  "fortinet",
-  "CSO",
-  "cso",
-  "Query",
-  "query",
-  "Falco",
-  "falco",
-  "lco",
-  "Alert",
-  "alert",
-  "Triage",
-  "triage",
-  "Transformers",
-  "transformers",
-  "Continuous",
-  "continuous",
+  "Integer",
+  "integer",
+  "Shaders",
+  "shaders",
+  "Volatility",
+  "volatility",
+  "Acted",
+  "acted",
+  "interim",
+  "rim",
+  "transition",
+  "RTOS",
+  "rtos",
+  "TOS",
+  "Prometheus",
+  "prometheus",
+  "eus",
+  "IaC",
+  "iac",
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+  "ill",
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+  "eek",
+  "Curriculum",
+  "curriculum",
+  "lum",
+  "21972",
+  "972",
+  "Remediation",
+  "Plan",
+  "plan",
+  "lan",
+  "Regression",
+  "regression",
+  "OpenSSL",
+  "openssl",
+  "Tenable",
+  "tenable",
+  "Applied",
+  "applied",
+  "Programming",
+  "programming",
   "Usability",
   "usability",
-  "Coding",
-  "coding",
-  "IaC",
-  "iac"
+  "Contract",
+  "contract",
+  "Negotiation",
+  "negotiation",
+  "Vishing",
+  "vishing",
+  "Hired",
+  "hired",
+  "transformation",
+  "Scheduling",
+  "scheduling",
+  "detect",
+  "Flutter",
+  "flutter",
+  "Okta",
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+  "kta",
+  "AD",
+  "ad",
+  "advisory",
+  "steps",
+  "eps",
+  "A.9.1",
+  "a.9.1",
+  "9.1",
+  "Former",
+  "former",
+  "advising",
+  "startups",
+  "ups",
+  "Promoted",
+  "promoted"
 ]