Recent work at Microsoft and IBM has pushed the accuracy of automatic speech recognition systems on conversational speech to a level that is on par with humans, when measured on historical government evaluation data sets. I will review the history of this task and then review a recent experiment at Microsoft to benchmark state-of-the-art recognition technology against human transcription performance. The second half of the talk will look at the question of how human and machine transcription accuracy differ quantitatively and qualitatively.<\/p>\n","protected":false},"excerpt":{"rendered":"
Recent work at Microsoft and IBM has pushed the accuracy of automatic speech recognition systems on conversational speech to a level that is on par with humans, when measured on historical government evaluation data sets. I will review the history of this task and then review a recent experiment at Microsoft to benchmark state-of-the-art recognition […]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"footnotes":""},"msr-content-type":[3],"msr-research-highlight":[],"research-area":[13545],"msr-publication-type":[193724],"msr-product-type":[],"msr-focus-area":[],"msr-platform":[],"msr-download-source":[],"msr-locale":[268875],"msr-field-of-study":[],"msr-conference":[],"msr-journal":[],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-395582","msr-research-item","type-msr-research-item","status-publish","hentry","msr-research-area-human-language-technologies","msr-locale-en_us"],"msr_publishername":"","msr_edition":"Invited talk, Afeka Conference for Speech Processing, Tel 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