This release adds 3 notable features for engineering teams evaluating rollout.
Published 2mo
Data Pipelines & ETL
✓ No known CVEs patched
✓ No known CVEs patched in this version
Topics
data-cleaning
data-engineering
data-matching
data-quality
deduplication
entity-resolution
+14 more
fellegi-sunter
fuzzy-matching
knowledge-graph
llm
master-data-management
mcp-server
polars
pprl
python
record-linkage
rust
splink
typescript
zero-config
Summary
AI summaryUpdates Fixed - auto-config recall, Internal, and Smith/Smyth across a mixed release.
Full changelog
Changed
- Auto-config commits by zero-label confidence by default (#489). The controller's
pick_committedtiebreaker prefers the higher-overall_confidencecandidate over the higher-mass_separationone among same-health-rank candidates carrying a zero_label profile (precision-collapse rank-3 demotion still precedes it). DQbench composite 92.03 (>= 91.04 floor; byte-identical on T1/T2/T3). Opt out:GOLDENMATCH_AUTOCONFIG_ZERO_LABEL_COMMIT=0.
Fixed - auto-config recall
- Composite name+DOB identity matchkey (#538). When individual name/year columns fall below the cardinality>=0.5 exact-matchkey gate, auto-config previously degraded to a single weighted matchkey that averaged every field, so one corrupted field (e.g. an abbreviated address scored by token_sort) could sink an otherwise-clean true pair. Auto-config now also emits an exact matchkey on the name+DOB combination (highly unique even when the individual fields aren't). Date-anchor gated; matchkeys are OR'd, so it only adds candidate pairs. NCVR F1 0.871 -> 0.969, Febrl3 0.897 -> 0.912; DBLP-ACM and DQbench unchanged.
- Phonetic name+DOB identity matchkey (#491). A soundex sibling of the composite: equal-sounding spellings (Smith/Smyth) sharing a DOB still match when the exact composite misses them. Same date-anchor gate (DQbench, no DOB, untouched). Febrl3 F1 0.912 -> 0.924.
Internal
- CI Febrl3 smoke-gate floor raised 0.85 -> 0.90 (#438).
Full changelog: packages/python/goldenmatch/CHANGELOG.md.
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About GoldenMatch
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Related tools
Earlier breaking changes
- v3.1.0 `GOLDENMATCH_FRAME=polars` now requires the `[polars]` extra; raises error without it.
- vgoldencheck-v3.0.0 `inferred_type` emits neutral dtype vocabulary (str/int/uint/float/date/datetime/bool/other) instead of raw Polars dtypes.
- vgoldencheck-v3.0.0 'inferred_type' now emits a neutral dtype vocabulary instead of raw Polars dtype strings.
- vgoldencheck-v3.0.0 `scan_file`, `scan_dataframe`, and CLI `check` now run without Polars, using Arrow-native pyarrow.Table.
- v3.0.0 Result frames now return pyarrow.Table instead of Polars DataFrame.
Beta — feedback welcome: [email protected]