GroundRecall/docs/doclift-claim-tournament.md

Doclift Claim Tournament

This benchmark is a small evaluation harness for comparing multiple doclift prose-claim extraction strategies before changing the default GroundRecall import behavior.

Current tracks:

• conservative: prefers higher precision and sentence-level claims.
• broad: allows paragraph-level claims and shorter sentence candidates to improve recall.

Judge criteria:

• maximize F1 against the benchmark gold claims
• prefer higher recall when F1 ties
• penalize meta or identity-claim noise
• prefer predicted claim counts close to the gold-set size

Fixture location:

• tests/fixtures/doclift_claim_eval/

Primary entrypoint:

• groundrecall.doclift_claim_tournament.evaluate_doclift_claim_tracks(...)

This is intentionally small and deterministic. It is meant to support an iterative tournament workflow, not to serve as a full evaluation platform by itself.