Windows Speech Recognition

Microsoft was involved in speech recognition and speech synthesis research for many years before WSR. In 1993, Microsoft hired Xuedong Huang from Carnegie Mellon University to lead its speech development efforts; the company's research led to the development of the Speech API (SAPI) introduced in 1994. Speech recognition had also been used in previous Microsoft products. Office XP and Office 2003 provided speech recognition capabilities among Internet Explorer and Microsoft Office applications; it also enabled limited speech functionality in Windows 98, Windows Me, Windows NT 4.0, and Windows 2000. Windows XP Tablet PC Edition 2002 included speech recognition capabilities with the Tablet PC Input Panel, and Microsoft Plus! for Windows XP enabled voice commands for Windows Media Player. However, these all required installation of speech recognition as a separate component; before Windows Vista, Windows did not include integrated or extensive speech recognition. Windows Vista in Windows Vista (then known as "Longhorn") build 4093 At WinHEC 2002 Microsoft announced that Windows Vista (codenamed "Longhorn") would include advances in speech recognition and in features such as microphone array support as part of an effort to "provide a consistent quality audio infrastructure for natural (continuous) speech recognition and (discrete) command and control." Bill Gates stated during PDC 2003 that Microsoft would "build speech capabilities into the system — a big advance for that in 'Longhorn,' in both recognition and synthesis, real-time"; and pre-release builds during the development of Windows Vista included a speech engine with training features. A PDC 2003 developer presentation stated Windows Vista would also include a user interface for microphone feedback and control, and user configuration and training features. Microsoft clarified the extent to which speech recognition would be integrated when it stated in a pre-release software development kit that "the common speech scenarios, like speech-enabling menus and buttons, will be enabled system-wide." During WinHEC 2004 Microsoft included WSR as part of a strategy to improve productivity on mobile PCs. Microsoft later emphasized accessibility, new mobility scenarios, support for additional languages, and improvements to the speech user experience at WinHEC 2005. Unlike the speech support included in Windows XP, which was integrated with the Tablet PC Input Panel and required switching between separate Commanding and Dictation modes, Windows Vista would introduce a dedicated interface for speech input on the desktop and would unify the separate speech modes; users previously could not speak a command after dictating or vice versa without first switching between these two modes. Windows Vista Beta 1 included integrated speech recognition. To incentivize company employees to analyze WSR for software glitches and to provide feedback, Microsoft offered an opportunity for its testers to win a Premium model of the Xbox 360. During a demonstration by Microsoft on July 27, 2006—before Windows Vista's release to manufacturing (RTM)—a notable incident involving WSR occurred that resulted in an unintended output of "Dear aunt, let's set so double the killer delete select all" when several attempts to dictate led to consecutive output errors; the incident was a subject of significant derision among analysts and journalists in the audience, despite another demonstration for application management and navigation being successful. Reports from early 2007 indicated that WSR is vulnerable to attackers using speech recognition for malicious operations by playing certain audio commands through a target's speakers; it was the first vulnerability discovered after Windows Vista's general availability. Microsoft stated that although such an attack is theoretically possible, a number of mitigating factors and prerequisites would limit its effectiveness or prevent it altogether: a target would need the recognizer to be active and configured to properly interpret such commands; microphones and speakers would both need to be enabled and at sufficient volume levels; and an attack would require the computer to perform visible operations and produce audible feedback without users noticing. User Account Control would also prohibit the occurrence of privileged operations. Windows 7 WSR was updated to use Microsoft UI Automation and its engine now uses the WASAPI audio stack, substantially enhancing its performance and enabling support for echo cancellation, respectively. The document harvester, which can analyze and collect text in email and documents to contextualize user terms has improved performance, and now runs periodically in the background instead of only after recognizer startup. Sleep mode has also seen performance improvements and, to address security issues, the recognizer is turned off by default after users speak "stop listening" instead of being suspended. Windows 7 also introduces an option to submit speech training data to Microsoft to improve future recognizer versions. A new dictation scratchpad interface functions as a temporary document into which users can dictate or type text for insertion into applications that are not compatible with the Text Services Framework. Windows 8.x and Windows RT WSR can be used to control the Metro user interface in Windows 8, Windows 8.1, and Windows RT with commands to open the Charms bar ("Press Windows C"); to dictate or display commands in Metro-style apps ("Press Windows Z"); to perform tasks in apps (e.g., "Change to Celsius" in MSN Weather); and to display all installed apps listed by the Start screen ("Apps"). Windows 10 WSR is featured in the Settings application starting with the Windows 10 April 2018 Update (Version 1803); the change first appeared in Insider Preview Build 17083. The April 2018 Update also introduces a new ++ keyboard shortcut to activate WSR. Windows 11 In Windows 11 version 22H2, a second Microsoft app, Voice Access, was added in addition to WSR. In December 2023 Microsoft announced that WSR is deprecated in favor of Voice Access and may be removed in a future build or release of Windows. ==Overview and features==

WSR allows a user to control applications and the Windows desktop user interface through voice commands. The majority of integrated applications in Windows Vista can be controlled; third-party applications must support the Text Services Framework for dictation. When started for the first time, WSR presents a microphone setup wizard and an optional interactive step-by-step tutorial that users can commence to learn basic commands while adapting the recognizer to their specific voice characteristics; The accuracy of the recognizer increases through regular use, which adapts it to contexts, grammars, patterns, and vocabularies. With Windows Search, the recognizer also can optionally harvest text in documents, email, as well as handwritten tablet PC input to contextualize and disambiguate terms to improve accuracy; no information is sent to Microsoft. WSR is a locally processed speech recognition platform; it does not rely on cloud computing for accuracy, dictation, or recognition. Speech profiles that store information about users are retained locally. Interface The WSR interface consists of a status area that displays instructions, information about commands (e.g., if a command is not heard by the recognizer), and the status of the recognizer; a voice meter displays visual feedback about volume levels. The status area represents the current state of WSR in a total of three modes, listed below with their respective meanings: • Listening: The recognizer is active and waiting for user input • Sleeping: The recognizer will not listen for or respond to commands other than "Start listening" • Off: The recognizer will not listen or respond to any commands; this mode can be enabled by speaking "Stop listening" Colors of the recognizer listening mode button denote its various modes of operation: blue when listening; blue-gray when sleeping; gray when turned off; and yellow when the user switches context (e.g., from the desktop to the taskbar) or when a voice command is misinterpreted. The status area can also display custom user information as part of Windows Speech Recognition Macros. Alternates panel An alternates panel disambiguation interface lists items interpreted as being relevant to a user's spoken word(s); if the word or phrase that a user desired to insert into an application is listed among results, a user can speak the corresponding number of the word or phrase in the results and confirm this choice by speaking "OK" to insert it within the application. The alternates panel also appear when launching applications or speaking commands that refer to more than one item (e.g., speaking "Start Internet Explorer" may list both the web browser and a separate version with add-ons disabled). An ExactMatchOverPartialMatch entry in the Windows Registry can limit commands to items with exact names if there is more than one instance included in results. Common commands Listed below are common WSR commands. Words in italics indicate a word that can be substituted for the desired item (e.g., "direction" in "scroll direction" can be substituted with the word "down"). MouseGrid MouseGrid enables users to control the mouse cursor by overlaying numbers across nine regions on the screen; these regions gradually narrow as a user speaks the number(s) of the region on which to focus until the desired interface element is reached. Users can then issue commands including "Click number of region," which moves the mouse cursor to the desired region and then clicks it; and "Mark number of region", which allows an item (such as a computer icon) in a region to be selected, which can then be clicked with the previous click command. Users also can interact with multiple regions at once. Dictation WSR enables dictation of text in applications and Windows. If a dictation mistake occurs it can be corrected by speaking "Correct word" or "Correct that" and the alternates panel will appear and provide suggestions for correction; these suggestions can be selected by speaking the number corresponding to the number of the suggestion and by speaking "OK." If the desired item is not listed among suggestions, a user can speak it so that it might appear. Alternatively, users can speak "Spell it" or "I'll spell it myself" to speak the desired word on letter-by-letter basis; users can use their personal alphabet or the NATO phonetic alphabet (e.g., "N as in November") when spelling. As an example of this functionality, an email macro released by Microsoft enables a natural language command where a user can speak "send email to contact about subject," which opens Microsoft Outlook to compose a new message with the designated contact and subject automatically inserted. Microsoft has also released sample macros for the speech dictionary, for Windows Media Player, for Microsoft PowerPoint, for speech synthesis, to switch between multiple microphones, to customize various aspects of audio device configuration such as volume levels, and for general natural language queries such as "What is the weather forecast?" "What time is it?" and rules for macros can be defined programmatically. Configurable security levels can prohibit unsigned macros from being loaded; to prompt users to sign macros after creation; and to load unsigned macros. ==Performance==

WSR uses Microsoft Speech Recognizer 8.0, the version introduced in Windows Vista. For dictation it was found to be 93.6% accurate without training by Mark Hachman, a Senior Editor of PC World—a rate that is not as accurate as competing software. According to Microsoft, the rate of accuracy when trained is 99%. Hachman opined that Microsoft does not publicly discuss the feature because of the 2006 incident during the development of Windows Vista, with the result being that few users knew that documents could be dictated within Windows before the introduction of Cortana. ==See also==