WerkCV Claim–Evidence Benchmark v1

How we test whether proposal claims trace back to real CV sources.

This methodology measures source support. It does not establish candidate truthfulness, job suitability or legal identity.

Author: WerkCV product teamLast updated: 1 September 2026Independent review pending

Current status

No performance score is published on this page yet.

The 60 fictional public draft cases and evaluation code are technically prepared. Required independent bilingual review, agreement measurement and adjudication are incomplete, so downloads and accuracy claims remain closed.

01 · Dataset

What every case records

  • Exact proposal claim span
  • Expected verdict and accepted source span, or explicit absence
  • Error category, annotation rationale, source version and SHA-256 checksum
  • 30 Dutch and 30 English public cases
  • Ten occupational families, multiple seniority levels and all six verdicts

02 · Holdout

Difficult cases remain private and unchanged.

A separate set of 40 fictional cases—20 Dutch and 20 English—is loaded only from an external path with an approved checksum. The cases are not stored in public assets or downloads. A missing file or checksum mismatch stops evaluation.

03 · Evaluation protocol

Three pinned runs, visible thresholds.

Every case is run three times with a pinned application commit, parser, model, prompt, temperature and source checksums. Results are separated by language and file type; bootstrap intervals and failed examples belong in the report.

MeasurePublication threshold
Citation resolution validity100%
Unsupported/contradicted catch recall≥ 90%
Severe false alarms on supported claims≤ 5%
Macro-F1≥ 0.80
Current-fact confirmation recall≥ 90%
Repeated-run verdict stability≥ 95%

A failed threshold is reported as a limitation; difficult cases are not removed to improve a score.

04 · Human review

Publication requires an independent bilingual reviewer.

The reviewer must have recruitment-agency candidate-submission experience. Credentials and conflicts are recorded. Disagreements are documented and adjudicated; unresolved cases receive a second specialist opinion.

Reviewer not yet published; this external gate remains open.