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Fact · Speech recognition

The NIST sclite scorer reports the percent of correct words as the number of correct words divided by the number of reference words, and reports inserted words as a separate percentage.

Checked against its source on October 17, 2026

In the source's own words

“Percent of correct words = # Correct words # Reference words * 100”

sclite: Score Speech Recognition System Output (NIST Scoring Toolkit documentation), NIST Speech Group, NIST Speech Recognition Scoring Toolkit (SCTK), documentation hosted at MIT, n.d., Scoring output categories.

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What it measures
sclite is the scoring program used in many speech research papers. Its word categories are tallied against the reference, so a system's percent correct can stay high while its insertions add to the error count.
What it does not show
The quoted formula is from the sclite documentation of the version that page describes. Later releases may report additional measures.

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Cited on

sclite reports percent correct separately from insertions | Yap