GENERATING CONFIDENCE SCORES FROM WORD LATTICES

Patent №

US 7,562,010

Granted

2009-07-14

Filed 2006

Owner

AT&T CORP.

Lab

AI components

4

ml · nlp · vision · speech

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11426225

Systems and methods for determining word confidence scores. Speech recognition systems generate a word lattice for speech input. Posterior probabilities of the words in the word lattice are determined using a forward-backward algorithm. Next, time slots are defined for the word lattice, and for all transitions that at least partially overlap a particular time slot, the posterior probabilities of transitions that have the same word label are combined for those transitions. The combined posterior probabilities are used as confidence scores. A local entropy can be computed on the competitor transitions of a particular time slot and also used as a confidence score.

AI classification

Machine learning1.00
Natural language1.00
Speech1.00
Vision0.77
AI hardware0.08
Knowledge representation0.02
Evolutionary computation0.00
Planning0.00

Ownership

AT&T CORP.

assignment · 394730860

Assignors

GRETTER, ROBERTO, RICCARDI, GIUSEPPE

On an employer assignment, the assignors are typically the inventors.

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