Evidence · first-party tested

Still extracts the candidate profile, two jobs, skills, and certifications from noisy input, but the result is not fully stable because date interpretation errors remain.

Input — the actual file we sent
Messy real-world resume — John Kumar
A poorly structured PDF resume for candidate John Kumar with inconsistent date formats, minimal section labeling, comma-separated skills, and mixed-in hobbies/references. It is designed to stress noisy-input robustness.
The observation

Still extracts the candidate profile, two jobs, skills, and certifications from noisy input, but the result is not fully stable because date interpretation errors remain.

Criterion: Messy resume handling · Scenario: Messy real-world resume — John Kumar (group: resume-parsing-benchmark)
Query this
get_evidence({
  tool: "cvparserpro",
  scenario: "resume-parsing-benchmark"
})
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