SYSTEM AND METHOD FOR JOINT OPTIMIZATION OF LANGUAGE MODEL PERFORMANCE AND SIZE

Patent №

US 7,275,029

Granted

2007-09-25

Filed 2000

Owner

MICROSOFT CORPORATION

AI components

4

ml · nlp · speech · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09607786

A method for the joint optimization of language model performance and size is presented comprising developing a language model from a tuning set of information, segmenting at least a subset of a received textual corpus and calculating a perplexity value for each segment and refining the language model with one or more segments of the received corpus based, at least in part, on the calculated perplexity value for the one or more segments.

AI classification

Natural language1.00
Machine learning1.00
Speech1.00
AI hardware0.99
Knowledge representation0.48
Vision0.32
Evolutionary computation0.18
Planning0.00

Ownership

MICROSOFT CORPORATION

assignment · 114580642

Assignors

GAO, JIANFENG, LEE, KAI-FU, LI, MINGJING, WANG, HAI-FENG, CAI, DONG-FENG, CHIEN, LEE-FENG

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

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