aiwg/src/writing/patterns/weak-verbs.json

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[
  {
    "id": "weak-verb-001",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\butilize\\b",
    "severity": "medium",
    "confidence": 0.87,
    "examples": [
      "We utilize Redis for caching.",
      "The system utilizes microservices."
    ],
    "replacements": [
      "We use Redis for caching",
      "The system uses microservices",
      "Just say 'use'"
    ],
    "context": "Corporate jargon for 'use'",
    "frequency": "very-common",
    "domains": [
      "executive",
      "technical"
    ]
  },
  {
    "id": "weak-verb-002",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\bleverage\\b",
    "severity": "medium",
    "confidence": 0.89,
    "examples": [
      "We leverage cloud infrastructure.",
      "Leveraging Kubernetes for orchestration."
    ],
    "replacements": [
      "We use AWS ECS for container hosting",
      "Using Kubernetes to manage 200+ pods",
      "Use 'use' or be more specific"
    ],
    "context": "Business buzzword",
    "frequency": "very-common",
    "domains": [
      "executive",
      "technical"
    ]
  },
  {
    "id": "weak-verb-003",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\bfacilitate\\b",
    "severity": "medium",
    "confidence": 0.84,
    "examples": [
      "This facilitates faster development.",
      "APIs facilitate integration."
    ],
    "replacements": [
      "This enables 2-day deploy cycles",
      "APIs enable integration via REST",
      "Use 'enable' or be specific"
    ],
    "context": "Vague enabler verb",
    "frequency": "common",
    "domains": [
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-004",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\bendeavor\\b",
    "severity": "medium",
    "confidence": 0.82,
    "examples": [
      "We endeavor to improve performance.",
      "The team endeavors to deliver quality."
    ],
    "replacements": [
      "We aim to reduce latency below 50ms",
      "The team targets zero critical bugs",
      "Use 'try' or 'aim' with specifics"
    ],
    "context": "Overly formal effort verb",
    "frequency": "occasional",
    "domains": [
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-005",
    "category": "weak-verbs",
    "subcategory": "overused-technical",
    "pattern": "\\bimplement\\b",
    "severity": "low",
    "confidence": 0.68,
    "examples": [
      "We implemented caching.",
      "Implementing a new feature."
    ],
    "replacements": [
      "We added Redis caching",
      "Building a notification system",
      "Use more specific verbs when possible"
    ],
    "context": "Overused but acceptable in technical contexts",
    "frequency": "very-common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-006",
    "category": "weak-verbs",
    "subcategory": "vague-action",
    "pattern": "\\benhance\\b",
    "severity": "medium",
    "confidence": 0.81,
    "examples": [
      "This enhances performance.",
      "Enhancements to the UI."
    ],
    "replacements": [
      "This cuts load time by 40%",
      "Redesigned UI with larger buttons",
      "Specify what improved"
    ],
    "context": "Vague improvement verb",
    "frequency": "very-common",
    "domains": [
      "technical",
      "executive"
    ]
  },
  {
    "id": "weak-verb-007",
    "category": "weak-verbs",
    "subcategory": "vague-action",
    "pattern": "\\boptimize\\b",
    "severity": "low",
    "confidence": 0.65,
    "examples": [
      "We optimized the database.",
      "Optimize for performance."
    ],
    "replacements": [
      "We added indexes on user_id and created_at",
      "Cache frequently accessed data",
      "Specify the optimization"
    ],
    "context": "Vague but acceptable if followed by details",
    "frequency": "very-common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-008",
    "category": "weak-verbs",
    "subcategory": "vague-action",
    "pattern": "\\bstreamline\\b",
    "severity": "medium",
    "confidence": 0.83,
    "examples": [
      "We streamlined the process.",
      "Streamlining workflows."
    ],
    "replacements": [
      "We reduced steps from 7 to 3",
      "Automated 4 manual approval steps",
      "Describe the actual simplification"
    ],
    "context": "Business jargon for simplification",
    "frequency": "common",
    "domains": [
      "executive"
    ]
  },
  {
    "id": "weak-verb-009",
    "category": "weak-verbs",
    "subcategory": "passive-constructions",
    "pattern": "\\bis (being )?(used|utilized|employed|deployed)",
    "severity": "medium",
    "confidence": 0.78,
    "examples": [
      "Redis is being used for caching.",
      "Microservices are employed."
    ],
    "replacements": [
      "We use Redis for caching",
      "We built microservices",
      "Use active voice"
    ],
    "context": "Passive voice weakens technical writing",
    "frequency": "very-common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-010",
    "category": "weak-verbs",
    "subcategory": "passive-constructions",
    "pattern": "can be (achieved|accomplished|done)",
    "severity": "medium",
    "confidence": 0.76,
    "examples": [
      "This can be achieved with caching.",
      "Performance can be accomplished via optimization."
    ],
    "replacements": [
      "Caching achieves this",
      "We achieve performance via indexing",
      "Make subject active"
    ],
    "context": "Passive possibility",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-011",
    "category": "weak-verbs",
    "subcategory": "helps-family",
    "pattern": "\\bhelps? to\\b",
    "severity": "low",
    "confidence": 0.7,
    "examples": [
      "Caching helps to improve speed.",
      "This helps to reduce latency."
    ],
    "replacements": [
      "Caching improves speed",
      "This reduces latency",
      "Remove 'to' or rewrite actively"
    ],
    "context": "Wordy helper verb",
    "frequency": "very-common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-012",
    "category": "weak-verbs",
    "subcategory": "helps-family",
    "pattern": "\\bserves? to\\b",
    "severity": "medium",
    "confidence": 0.77,
    "examples": [
      "This serves to demonstrate the point.",
      "Caching serves to improve performance."
    ],
    "replacements": [
      "This demonstrates the point",
      "Caching improves performance",
      "Use direct verb"
    ],
    "context": "Formal wordiness",
    "frequency": "common",
    "domains": [
      "academic"
    ]
  },
  {
    "id": "weak-verb-013",
    "category": "weak-verbs",
    "subcategory": "allows-enables",
    "pattern": "\\ballows? (for|us to)\\b",
    "severity": "low",
    "confidence": 0.67,
    "examples": [
      "This allows for better scaling.",
      "APIs allow us to integrate easily."
    ],
    "replacements": [
      "This enables better scaling",
      "APIs let us integrate via REST",
      "Use 'enables' or 'lets'"
    ],
    "context": "Wordy enabler",
    "frequency": "very-common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-014",
    "category": "weak-verbs",
    "subcategory": "allows-enables",
    "pattern": "\\benables? (for|us to)\\b",
    "severity": "low",
    "confidence": 0.66,
    "examples": [
      "This enables for rapid deployment.",
      "Automation enables us to deploy fast."
    ],
    "replacements": [
      "This enables rapid deployment",
      "Automation lets us deploy in 5 minutes",
      "Remove 'for' or 'us to'"
    ],
    "context": "Slightly wordy but acceptable",
    "frequency": "very-common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-015",
    "category": "weak-verbs",
    "subcategory": "provision-family",
    "pattern": "\\bprovision\\b",
    "severity": "low",
    "confidence": 0.64,
    "examples": [
      "We provision cloud resources.",
      "Provisioning new servers."
    ],
    "replacements": [
      "We create EC2 instances via Terraform",
      "Spinning up new Kubernetes nodes",
      "Use specific technical term"
    ],
    "context": "DevOps jargon - acceptable but consider specifics",
    "frequency": "common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-016",
    "category": "weak-verbs",
    "subcategory": "impact-family",
    "pattern": "\\bimpact\\b",
    "severity": "medium",
    "confidence": 0.79,
    "examples": [
      "This impacts performance.",
      "Changes impact users."
    ],
    "replacements": [
      "This slows queries by 200ms",
      "Changes affect 10k users",
      "Specify the impact"
    ],
    "context": "Vague effect verb",
    "frequency": "very-common",
    "domains": [
      "executive",
      "technical"
    ]
  },
  {
    "id": "weak-verb-017",
    "category": "weak-verbs",
    "subcategory": "process-family",
    "pattern": "\\bprocess\\b",
    "severity": "low",
    "confidence": 0.63,
    "examples": [
      "We process requests quickly.",
      "Processing 1M events per day."
    ],
    "replacements": [
      "We handle requests in <50ms",
      "Ingesting 1M events per day",
      "Use domain-specific verb"
    ],
    "context": "Generic but acceptable in data contexts",
    "frequency": "very-common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-018",
    "category": "weak-verbs",
    "subcategory": "transform-family",
    "pattern": "\\btransform\\b",
    "severity": "low",
    "confidence": 0.69,
    "examples": [
      "We transform the data.",
      "Transforming JSON to CSV."
    ],
    "replacements": [
      "We normalize timestamps to UTC",
      "Converting JSON to CSV via pandas",
      "Specify the transformation"
    ],
    "context": "Acceptable if followed by details",
    "frequency": "common",
    "domains": [
      "technical"
    ]
  },
  {
    "id": "weak-verb-019",
    "category": "weak-verbs",
    "subcategory": "ensure-family",
    "pattern": "\\bensure\\b",
    "severity": "low",
    "confidence": 0.68,
    "examples": [
      "We ensure data consistency.",
      "Ensuring security."
    ],
    "replacements": [
      "We use transactions for ACID guarantees",
      "We enforce HTTPS and rate limiting",
      "Specify how you ensure"
    ],
    "context": "Promise without method",
    "frequency": "very-common",
    "domains": [
      "technical",
      "executive"
    ]
  },
  {
    "id": "weak-verb-020",
    "category": "weak-verbs",
    "subcategory": "provide-family",
    "pattern": "\\bprovide\\b",
    "severity": "low",
    "confidence": 0.66,
    "examples": [
      "We provide caching.",
      "Provides authentication."
    ],
    "replacements": [
      "We cache frequently accessed queries",
      "Supports OAuth2 and API keys",
      "Say what, not just 'provide'"
    ],
    "context": "Vague offering verb",
    "frequency": "very-common",
    "domains": [
      "technical",
      "executive"
    ]
  },
  {
    "id": "weak-verb-021",
    "category": "weak-verbs",
    "subcategory": "vague-action",
    "pattern": "\\baddress\\b",
    "severity": "low",
    "confidence": 0.65,
    "examples": [
      "Example using \\baddress\\b",
      "Another example with \\baddress\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Often vague",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-022",
    "category": "weak-verbs",
    "subcategory": "metaphor-verbs",
    "pattern": "\\bdrive\\b",
    "severity": "medium",
    "confidence": 0.75,
    "examples": [
      "Example using \\bdrive\\b",
      "Another example with \\bdrive\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Often vague cause",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-023",
    "category": "weak-verbs",
    "subcategory": "metaphor-verbs",
    "pattern": "\\bfuel\\b",
    "severity": "medium",
    "confidence": 0.74,
    "examples": [
      "Example using \\bfuel\\b",
      "Another example with \\bfuel\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Metaphorical cause",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-024",
    "category": "weak-verbs",
    "subcategory": "metaphor-verbs",
    "pattern": "\\bpower\\b",
    "severity": "medium",
    "confidence": 0.73,
    "examples": [
      "Example using \\bpower\\b",
      "Another example with \\bpower\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Metaphorical enable",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-025",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\bempower\\b",
    "severity": "high",
    "confidence": 0.84,
    "examples": [
      "Example using \\bempower\\b",
      "Another example with \\bempower\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Corporate buzzword",
    "frequency": "common",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-026",
    "category": "weak-verbs",
    "subcategory": "enabler-verbs",
    "pattern": "\\benable\\b",
    "severity": "low",
    "confidence": 0.66,
    "examples": [
      "Example using \\benable\\b",
      "Another example with \\benable\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Often vague",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-027",
    "category": "weak-verbs",
    "subcategory": "vague-action",
    "pattern": "\\bsupport\\b",
    "severity": "low",
    "confidence": 0.64,
    "examples": [
      "Example using \\bsupport\\b",
      "Another example with \\bsupport\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Vague assistance",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-028",
    "category": "weak-verbs",
    "subcategory": "speed-verbs",
    "pattern": "\\baccelerate\\b",
    "severity": "medium",
    "confidence": 0.76,
    "examples": [
      "Example using \\baccelerate\\b",
      "Another example with \\baccelerate\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Speed without metrics",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-029",
    "category": "weak-verbs",
    "subcategory": "increase-verbs",
    "pattern": "\\bboost\\b",
    "severity": "medium",
    "confidence": 0.75,
    "examples": [
      "Example using \\bboost\\b",
      "Another example with \\bboost\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Increase without metrics",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-030",
    "category": "weak-verbs",
    "subcategory": "optimization-verbs",
    "pattern": "\\bmaximize\\b",
    "severity": "medium",
    "confidence": 0.77,
    "examples": [
      "Example using \\bmaximize\\b",
      "Another example with \\bmaximize\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Optimization claim",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-031",
    "category": "weak-verbs",
    "subcategory": "optimization-verbs",
    "pattern": "\\bminimize\\b",
    "severity": "medium",
    "confidence": 0.76,
    "examples": [
      "Example using \\bminimize\\b",
      "Another example with \\bminimize\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Reduction claim",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-032",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\bmitigate\\b",
    "severity": "medium",
    "confidence": 0.78,
    "examples": [
      "Example using \\bmitigate\\b",
      "Another example with \\bmitigate\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Risk jargon",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-033",
    "category": "weak-verbs",
    "subcategory": "process-verbs",
    "pattern": "\\bprioritize\\b",
    "severity": "low",
    "confidence": 0.67,
    "examples": [
      "Example using \\bprioritize\\b",
      "Another example with \\bprioritize\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Process term",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-034",
    "category": "weak-verbs",
    "subcategory": "process-verbs",
    "pattern": "\\bsync\\b",
    "severity": "low",
    "confidence": 0.65,
    "examples": [
      "Example using \\bsync\\b",
      "Another example with \\bsync\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Process term",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-035",
    "category": "weak-verbs",
    "subcategory": "corporate-speak",
    "pattern": "\\balign\\b",
    "severity": "medium",
    "confidence": 0.79,
    "examples": [
      "Example using \\balign\\b",
      "Another example with \\balign\\b"
    ],
    "replacements": [
      "Use specific language instead",
      "Be more direct",
      "Provide concrete details"
    ],
    "context": "Corporate alignment",
    "frequency": "occasional",
    "domains": [
      "technical",
      "executive",
      "academic"
    ]
  },
  {
    "id": "weak-verb-036",
    "category": "weak-verbs",
    "subcategory": "passive-constructions",
    "pattern": "is utilized by",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system is utilized by data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-037",
    "category": "weak-verbs",
    "subcategory": "passive-constructions",
    "pattern": "was employed to",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system was employed to data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-038",
    "category": "weak-verbs",
    "subcategory": "passive-constructions",
    "pattern": "has been noted",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system has been noted data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-039",
    "category": "weak-verbs",
    "subcategory": "passive-constructions",
    "pattern": "can be observed",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system can be observed data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-040",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "appears to indicate",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system appears to indicate data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-041",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "seems to suggest",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system seems to suggest data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-042",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "tends to demonstrate",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system tends to demonstrate data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-043",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "serves to highlight",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system serves to highlight data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-044",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "functions as a",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system functions as a data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-045",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "operates to provide",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system operates to provide data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-046",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "works to ensure",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system works to ensure data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-047",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "acts to facilitate",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system acts to facilitate data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-048",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "helps to enable",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system helps to enable data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-049",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "contributes to enhancing",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system contributes to enhancing data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  },
  {
    "id": "weak-verb-050",
    "category": "weak-verbs",
    "subcategory": "vague-verbs",
    "pattern": "aids in improving",
    "severity": "info",
    "confidence": 0.75,
    "examples": [
      "The system aids in improving data processing."
    ],
    "replacements": [
      "Use active voice with specific action verb"
    ],
    "context": "Weak verbs dilute meaning and are common in AI-generated text",
    "frequency": "common",
    "domains": [
      "technical",
      "academic"
    ]
  }
]