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Computer Parsed Oral Speech Recognition and Assessment October 2010
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The Speaking Craze Rapport Headstart2 AFPAK Hands Language Enabled Special Operations Foreign Area Officers/Regional Area Specialists/Regional Area Officers Interrogators Civil Affairs
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The Assessment Challenge Desire to provide incentives Level 0+/1 Listening/Reading/Speaking DLPT/ Very Low Range for Listening and Reading But speaking and participatory listening are the desired skills How to assess?
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The Demand About 9,000 per year Projected demand: 20,000 to 40,000 Gold standard:Face to Face, 2-rater/3 rd rater Double rater Single rater OPIc /ACTFL Versant/Ordinate
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Everyone wants a speaking test, but the numbers of testers, time, modality, and dollars set limits Can the computer help?
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Machine Translation Evaluation and ASR at DLIFLC Jibbigo Phraselator Automated Speech Recognition (ASR) Development DLIFLC – MIT-LL (Massachusetts Institute of Technology Lincoln Laboratories) collaboration
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Machine Translation Devices Jibbigo (iPhone-based) 2W, S2S – Two-Way, Speech-to- Speech, Free Speech + Easy to use; works well with basic vocabulary; created for humanitarian missions - Longer phrases, sentences are not recognized well; military vocabulary hardly recognized; abbreviations and proper nouns (including names of persons and places) are not recognized and generally mistranslated
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Machine Translation Devices Phraselator 1W, S2S – One Way, Speech-to- Speech, Phrase-based + Ruggedized body; 75-80% success with English automatic voice recognition of onboard phrases - Works only with a limited number of pre-recorded phrases: about 2,500 phrases per language; output only in target language (no input); screen hard to read; limited memory and functions as it is based on a PDA, Windows CE Operating System
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Machine Translation Devices 2W, S2S - IBM MASTOR
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Machine Translation Devices 1W, T2S - VCOM3D
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Machine Translation Devices IBM MastorPotential, but risk if used now; probability of mistranslation and wrong action being taken SRI IraqComProbability of mistranslation and wrong action being taken Ectaco GI-5English to target language only; high potential; needs improvement. Phraselator P2Risk; English to target language only, ergonomics need improvement. SQU.ID SQ.200Risk of mistranslation; English to target language only. VRT M-510Extensive train-up for machine and users; limited to 350 phrases VCOM 3D VCommunicator Best value; adds capability; low cost; no loss if purchased and repurposed; iPod Touch application Jibbigo iPhone Apps Best value; adds capability, low cost; no loss if repurposed; iPhone applications: Spanish, Japanese, Chinese, Iraqi
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Hanscom AFB / MIT-Lincoln Lab - ASR Development of an Automated Speech Recognition (ASR) System for Arabic learners Concept of Implementation First version - ASR beta - to operate in 6 months Local programmer will be trained by MIT-LL to support, operate, develop, and maintain DLIFLC ASR system DLIFLC local data collection will support development and control costs Cost of DLIFLC ASR programmer min. 85-95K /year Cost of licensing for each language as projected by a contractor, for example, was $1.2m to develop with 75% licensing fees of initial costs per year thereafter
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Hanscom AFB / MIT-Lincoln Lab - ASR Development of an Automated Speech Recognition (ASR) System for Arabic learners Operation System will recognize targeted words spoken by students System will give real-time feedback on pronunciation errors System will score level of correctness (beta precursor to automated OPI testing) System will enable and enhance existing DLIFLC language learning products and curriculum System can be expanded to support additional languages
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ALELO Tactical Dari Demonstration (No Endorsement Intended or Implied)
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Summary Technologies have potential Self-teaching software should have a built-in assessment Commercial and government products have some very good applications and potential DLIFLC is exploring several options Potential exists for low level assessment
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