Evidence · first-party tested

On the messy resume, it still extracts the phone number and three education entries, but it lowercases the candidate name and skills and reformats the phone string away from the source punctuation.

◐ MixedHrFlow
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

On the messy resume, it still extracts the phone number and three education entries, but it lowercases the candidate name and skills and reformats the phone string away from the source punctuation.

Criterion: Accuracy · Scenario: Messy real-world resume — John Kumar (group: resume-parsing-benchmark)
Query this
get_evidence({
  tool: "hrflow",
  scenario: "resume-parsing-benchmark"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com