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MicPie
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unpredictable_msdn-microsoft-com

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Multiple Choice
Question Answering
Zero-Shot Classification
Sub-tasks: multiple-choice-qa extractive-qa open-domain-qa
Languages: English
Multilinguality: monolingual
Size Categories: 100K<n<1M
Language Creators: found
Annotations Creators: no-annotation
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License: apache-2.0
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string
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when the design surface is disposed. [Name] "
"Disposed"
[ [ "D", "i", "s", "p", "o", "s", "e", "d" ], [ "F", "l", "u", "s", "h", "e", "d" ], [ "L", "o", "a", "d", "e", "d" ], [ "L", "o", "a", "d", "i", "n", "g" ], [ "U", "n", "l", "o", "a", "d", "e", "d" ], [ "U", "n", "l", "o", "a", "d", "i", "n", "g" ], [ "V", "i", "e", "w", "A", "c", "t", "i", "v", "a", "t", "e", "d" ] ]
"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when a call is made to the Flush method of DesignSurface. [Name] "
"Flushed"
[ [ "D", "i", "s", "p", "o", "s", "e", "d" ], [ "F", "l", "u", "s", "h", "e", "d" ], [ "L", "o", "a", "d", "e", "d" ], [ "L", "o", "a", "d", "i", "n", "g" ], [ "U", "n", "l", "o", "a", "d", "e", "d" ], [ "U", "n", "l", "o", "a", "d", "i", "n", "g" ], [ "V", "i", "e", "w", "A", "c", "t", "i", "v", "a", "t", "e", "d" ] ]
"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when the designer load has completed. [Name] "
"Loaded"
[ [ "D", "i", "s", "p", "o", "s", "e", "d" ], [ "F", "l", "u", "s", "h", "e", "d" ], [ "L", "o", "a", "d", "e", "d" ], [ "L", "o", "a", "d", "i", "n", "g" ], [ "U", "n", "l", "o", "a", "d", "e", "d" ], [ "U", "n", "l", "o", "a", "d", "i", "n", "g" ], [ "V", "i", "e", "w", "A", "c", "t", "i", "v", "a", "t", "e", "d" ] ]
"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when the designer is about to be loaded. [Name] "
"Loading"
[ [ "D", "i", "s", "p", "o", "s", "e", "d" ], [ "F", "l", "u", "s", "h", "e", "d" ], [ "L", "o", "a", "d", "e", "d" ], [ "L", "o", "a", "d", "i", "n", "g" ], [ "U", "n", "l", "o", "a", "d", "e", "d" ], [ "U", "n", "l", "o", "a", "d", "i", "n", "g" ], [ "V", "i", "e", "w", "A", "c", "t", "i", "v", "a", "t", "e", "d" ] ]
"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when a designer has finished unloading. [Name] "
"Unloaded"
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"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when a designer is about to unload. [Name] "
"Unloading"
[ [ "D", "i", "s", "p", "o", "s", "e", "d" ], [ "F", "l", "u", "s", "h", "e", "d" ], [ "L", "o", "a", "d", "e", "d" ], [ "L", "o", "a", "d", "i", "n", "g" ], [ "U", "n", "l", "o", "a", "d", "e", "d" ], [ "U", "n", "l", "o", "a", "d", "i", "n", "g" ], [ "V", "i", "e", "w", "A", "c", "t", "i", "v", "a", "t", "e", "d" ] ]
"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"252e0c71__System_ComponentModel_Design___Name"
"[Description] Occurs when the Activate method has been called on IDesignerHost. [Name] "
"ViewActivated"
[ [ "D", "i", "s", "p", "o", "s", "e", "d" ], [ "F", "l", "u", "s", "h", "e", "d" ], [ "L", "o", "a", "d", "e", "d" ], [ "L", "o", "a", "d", "i", "n", "g" ], [ "U", "n", "l", "o", "a", "d", "e", "d" ], [ "U", "n", "l", "o", "a", "d", "i", "n", "g" ], [ "V", "i", "e", "w", "A", "c", "t", "i", "v", "a", "t", "e", "d" ] ]
"DesignSurface Events (System.ComponentModel.Design)"
"Name"
"https://msdn.microsoft.com/en-us/library/vstudio/zd3ebecz.aspx"
"36/1438042988308.23_20150728002308-00340-ip-10-236-191-2_873468556_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets the default metadata of the dependency property. [Name] "
"DefaultMetadata"
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"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets an internally generated value that uniquely identifies the dependency property. [Name] "
"GlobalIndex"
[ [ "D", "e", "f", "a", "u", "l", "t", "M", "e", "t", "a", "d", "a", "t", "a" ], [ "G", "l", "o", "b", "a", "l", "I", "n", "d", "e", "x" ], [ "N", "a", "m", "e" ], [ "O", "w", "n", "e", "r", "T", "y", "p", "e" ], [ "P", "r", "o", "p", "e", "r", "t", "y", "T", "y", "p", "e" ], [ "R", "e", "a", "d", "O", "n", "l", "y" ], [ "V", "a", "l", "i", "d", "a", "t", "e", "V", "a", "l", "u", "e", "C", "a", "l", "l", "b", "a", "c", "k" ] ]
"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets the name of the dependency property. [Name] "
"Name"
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"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets the type of the object that registered the dependency property with the property system, or added itself as owner of the property. [Name] "
"OwnerType"
[ [ "D", "e", "f", "a", "u", "l", "t", "M", "e", "t", "a", "d", "a", "t", "a" ], [ "G", "l", "o", "b", "a", "l", "I", "n", "d", "e", "x" ], [ "N", "a", "m", "e" ], [ "O", "w", "n", "e", "r", "T", "y", "p", "e" ], [ "P", "r", "o", "p", "e", "r", "t", "y", "T", "y", "p", "e" ], [ "R", "e", "a", "d", "O", "n", "l", "y" ], [ "V", "a", "l", "i", "d", "a", "t", "e", "V", "a", "l", "u", "e", "C", "a", "l", "l", "b", "a", "c", "k" ] ]
"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets the type that the dependency property uses for its value. [Name] "
"PropertyType"
[ [ "D", "e", "f", "a", "u", "l", "t", "M", "e", "t", "a", "d", "a", "t", "a" ], [ "G", "l", "o", "b", "a", "l", "I", "n", "d", "e", "x" ], [ "N", "a", "m", "e" ], [ "O", "w", "n", "e", "r", "T", "y", "p", "e" ], [ "P", "r", "o", "p", "e", "r", "t", "y", "T", "y", "p", "e" ], [ "R", "e", "a", "d", "O", "n", "l", "y" ], [ "V", "a", "l", "i", "d", "a", "t", "e", "V", "a", "l", "u", "e", "C", "a", "l", "l", "b", "a", "c", "k" ] ]
"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets a value that indicates whether the dependency property identified by this DependencyProperty instance is a read-only dependency property. [Name] "
"ReadOnly"
[ [ "D", "e", "f", "a", "u", "l", "t", "M", "e", "t", "a", "d", "a", "t", "a" ], [ "G", "l", "o", "b", "a", "l", "I", "n", "d", "e", "x" ], [ "N", "a", "m", "e" ], [ "O", "w", "n", "e", "r", "T", "y", "p", "e" ], [ "P", "r", "o", "p", "e", "r", "t", "y", "T", "y", "p", "e" ], [ "R", "e", "a", "d", "O", "n", "l", "y" ], [ "V", "a", "l", "i", "d", "a", "t", "e", "V", "a", "l", "u", "e", "C", "a", "l", "l", "b", "a", "c", "k" ] ]
"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"fef660cd_ty_Properties__System_Windows___Name"
"[Description] Gets the value validation callback for the dependency property. [Name] "
"ValidateValueCallback"
[ [ "D", "e", "f", "a", "u", "l", "t", "M", "e", "t", "a", "d", "a", "t", "a" ], [ "G", "l", "o", "b", "a", "l", "I", "n", "d", "e", "x" ], [ "N", "a", "m", "e" ], [ "O", "w", "n", "e", "r", "T", "y", "p", "e" ], [ "P", "r", "o", "p", "e", "r", "t", "y", "T", "y", "p", "e" ], [ "R", "e", "a", "d", "O", "n", "l", "y" ], [ "V", "a", "l", "i", "d", "a", "t", "e", "V", "a", "l", "u", "e", "C", "a", "l", "l", "b", "a", "c", "k" ] ]
"DependencyProperty Properties (System.Windows)"
"Name"
"https://msdn.microsoft.com/en-us/library/system.windows.dependencyproperty_properties(v=vs.100).aspx"
"36/1438042989443.69_20150728002309-00142-ip-10-236-191-2_883385944_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] This section contains information about audio device technologies such as Universal Audio Architecture (UAA) and High Definition Audio (HD Audio). [Topic] "
"Audio Device Technologies"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Protected Broadcast Driver Architecture (PBDA) is Microsoft's worldwide platform for integrating broadcast TV services into Windows Media Center on a Windows PC. [Topic] "
"Broadcast Media Devices"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] To ensure the best possible user experience, installation of both a hardware device and its software driver should run as seamlessly as possible with minimal user intervention. We provide tools and guidelines to help you create installation packages that meet this goal. [Topic] "
"Device and Driver Installation"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The topics in this section describe device-to-PC pairing technologies that use device discovery and wireless networking. [Topic] "
"Device Connectivity"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The topics in this section describe display and graphics features for Windows 8. [Topic] "
"Display and Graphics"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] For Plug and Play and power management support under Microsoft Windows operating systems, the system and its firmware must comply with Advanced Configuration and Power Interface Specification (ACPI). [Topic] "
"Firmware and Boot Environment"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Windows Server 2008 introduced Windows Hardware Error Architecture (WHEA) as a common infrastructure for handling hardware errors. [Topic] "
"Hardware Management and Security"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] If you are new to Windows driver development, start here for pointers to first steps for concepts, tools, and driver models. [Topic] "
"Key Driver Concepts and Tips"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The topics in this section provide information about building a Windows Media Center PC. [Topic] "
"Media Center"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The topics in this section describe mobile and tablet PC platform design. [Topic] "
"Mobile and Tablet"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] This section contains information about building devices that support networking for Windows operating systems. [Topic] "
"Networking"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Using Windows Optical Platform, application developers can add support for optical devices and media without having to develop optical ecosystem expertise. [Topic] "
"Optical Platform on Windows"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] This section contains information to help system designers and manufacturers optimize systems for best performance. [Topic] "
"Performance"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Plug and Play provides automatic configuration of PC hardware and devices. To work with Windows, the system and its firmware must comply with Advanced Configuration and Power Interface Specification (ACPI). [Topic] "
"Plug and Play"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] A comprehensive approach to system configuration and device power control is built into Microsoft Windows operating systems, based on the ACPI system interface and other new bus and device specifications. [Topic] "
"Power Management and ACPI"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] A hardware vendor can easily add support for new hardware by replacing Microsoft-provided spooler and driver components. To support a new printer, usually all you need to do is create new data files that work with one of the Microsoft-supplied printer drivers. [Topic] "
"Printing"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The Windows Sensor and Location platform simplifies the integration and use of sensors. [Topic] "
"Sensor and Location Platform"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] To work with the smart card support in Windows, smart card readers and cards should be compatible with Interoperability Specification for ICCs and Personal Computer Systems. [Topic] "
"Smart Card Devices"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The storage architecture in Windows provides a wide array of device options in both the consumer and server editions. [Topic] "
"Storage Technologies"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] The topics in this section describe system hardware, firmware, and driver design. [Topic] "
"System Internals"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Windows supports uniform access to input devices that are based on the Human Interface Devices (sometimes called the Human Input Devices) or HID specification. Vendors can extend the functionality of devices by adding filter drivers to the Windows layered driver architecture. [Topic] "
"Touch, Input, and HID"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Windows takes advantage of virtualization assistance in hardware that is based on Intel Virtualization Technology (Intel VT) and AMD Virtualization technology (AMD-V). [Topic] "
"Virtualization"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Color management technologies in Windows help users reproduce color consistently across scanners, cameras, displays, printers, and applications. [Topic] "
"Windows Color System"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Windows Imaging includes Windows Image Acquisition (WIA) and Windows Imaging Component (WIC). [Topic] "
"Windows Imaging"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Windows Portable Devices (WPD) is a driver technology that supports a wide range of portable devices such as mobile phones, digital cameras, and portable media players. [Topic] "
"Windows Portable Devices"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"bd3f6b74_cles___Windows_10_hardware_dev__Topic"
"[Description] Windows Server 2008 advances control and manageability, increases flexibility, and provides a solid foundation for more secure, more robust server environments. [Topic] "
"Windows Server Platform"
[]
"Windows Hardware Design Articles - Windows 10 hardware dev"
"Topic"
"https://msdn.microsoft.com/it-it/library/windows/hardware/dn614597"
"36/1438042988598.68_20150728002308-00059-ip-10-236-191-2_896074909_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] AccountAuthCredentials [Description] "
"Represents an object that contains the credentials used to connect to a federated search location."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] AllContentScopeRule [Description] "
"Represents a scope rule that includes all items in the content index."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] AuthenticationData [Description] "
"Provides the base class for the objects containing the authentication data used to connect to federated search locations."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] AuthenticationInformation [Description] "
"Provides access to the authentication information used to connect to a federated search location."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] AuthorityPage [Description] "
"Represents an authoritative page for Enterprise Search."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] AuthorityPageCollection [Description] "
"Represents a collection of AuthorityPage objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] BestBet [Description] "
"Represents a best bet in the Enterprise Search keyword and best bet management system."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] BestBetCollection [Description] "
"Represents a collection of BestBet objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] BestBetsEnumerator [Description] "
"Supports iterating over a BestBetCollection and reading its individual BestBet objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] BusinessDataContentSource [Description] "
"Represents a content source for Business Data Catalog content."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CategoriesEnumerator [Description] "
"Supports iterating over a CategoryCollection object and reading its individual Category objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] Category [Description] "
"Represents a category in the Enterprise Search metadata property schema."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CategoryCollection [Description] "
"Represents a collection of Category objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ConcurrencyException [Description] "
"Represents the exception that is thrown when multiple users attempt to modify data at the same time."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] Content [Description] "
"Represents the top-level object for administration of the content sources for a Shared Services Provider's (SSP) search service."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ContentSource [Description] "
"Provides the base class for all Enterprise Search content sources."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ContentSourceCollection [Description] "
"Represents a collection of ContentSource objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CookieAuthData [Description] "
"Represents an object that contains authentication data used to connect to federated search locations that are configured to use cookie-based authentication."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CrawledProperty [Description] "
"Represents a crawled property in the Enterprise Search metadata property schema."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CrawlHistory [Description] "
"Contains statistics for each crawl. See How to: Programmatically Export the Crawl History to a CSV File for more information about how to use this class."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CrawlLogFilters [Description] "
"Contains all the filters for manipulating the crawl log data."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CrawlMappingCollection [Description] "
"Represents a collection of CrawlMapping objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CrawlRule [Description] "
"Represents a crawl rule."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CrawlRuleCollection [Description] "
"Represents a collection of CrawlRule objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] CustomContentSource [Description] "
"Represents a custom content source."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] DailySchedule [Description] "
"Represents a crawl schedule used to specify the number of days between crawls."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] DatabaseException [Description] "
"Represents the exception that is thrown when a database error occurs while working with the objects in the Administration namespace."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] DeletedConcurrencyException [Description] "
"Represents the exception that is thrown when the object that is the target of a delete operation is updated by another user after the database record was last retrieved."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] DemotedSite [Description] "
"Represents a demoted site for Enterprise Search."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] DemotedSiteCollection [Description] "
"Represents a collection of DemotedSite objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] DuplicateLocationException [Description] "
"Represents the exception that is thrown when users attempt to create a duplicate version of a federated search location."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ExchangePublicFolderContentSource [Description] "
"Represents a content source for Microsoft Exchange Server public folder content."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] Extension [Description] "
"Represents a file name extension."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ExtensionCollection [Description] "
"Represents a collection of Extension objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] FileShareContentSource [Description] "
"Represents a content source for file share content."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] FormsAuthCredentials [Description] "
"Represents an object that contains the forms authentication credentials for connecting to federated search locations."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] HierarchicalContentSource [Description] "
"Provides the base class for hierarchical content sources."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] InvalidAccountException [Description] "
"Indicates that the account name for the Enterprise Search service is invalid or does not exist, or the password is invalid for the account name."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] Keyword [Description] "
"Represents a keyword in the Enterprise Search keyword and best bet management system."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] KeywordCollection [Description] "
"Represents a collection of Keyword objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] Keywords [Description] "
"Represents the top-level object for managing keywords and best bets in Enterprise Search."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] KeywordsEnumerator [Description] "
"Supports iterating over a KeywordCollection and reading its individual Keyword objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] LocationConfiguration [Description] "
"Contains the configuration information for a federated search location."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] LocationConfigurationCollection [Description] "
"Specifies a collection of LocationConfiguration objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] LogViewer [Description] "
"Represents the top-level object for filtering and viewing data from the Enterprise Search crawl log"
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] LotusNotesContentSource [Description] "
"Represents a content source for Lotus Notes content."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ManagedProperty [Description] "
"Represents a managed property in the Enterprise Search metadata property schema."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
"36/1438042988598.68_20150728002308-00240-ip-10-236-191-2_875031577_0.json"
"9ceed4f7_ch_Administration_Namespace_____Description"
"[Class] ManagedPropertyCollection [Description] "
"Represents a collection of ManagedProperty objects."
[]
"Microsoft.Office.Server.Search.Administration Namespace ()"
"Description"
"https://msdn.microsoft.com/en-us/library/ms568564(v=office.12).aspx"
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Dataset Card for "UnpredicTable-msdn-microsoft-com" - Dataset of Few-shot Tasks from Tables

Dataset Summary

The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance.

There are several dataset versions available:

Supported Tasks and Leaderboards

Since the tables come from the web, the distribution of tasks and topics is very broad. The shape of our dataset is very wide, i.e., we have 1000's of tasks, while each task has only a few examples, compared to most current NLP datasets which are very deep, i.e., 10s of tasks with many examples. This implies that our dataset covers a broad range of potential tasks, e.g., multiple-choice, question-answering, table-question-answering, text-classification, etc.

The intended use of this dataset is to improve few-shot performance by fine-tuning/pre-training on our dataset.

Languages

English

Dataset Structure

Data Instances

Each task is represented as a jsonline file and consists of several few-shot examples. Each example is a dictionary containing a field 'task', which identifies the task, followed by an 'input', 'options', and 'output' field. The 'input' field contains several column elements of the same row in the table, while the 'output' field is a target which represents an individual column of the same row. Each task contains several such examples which can be concatenated as a few-shot task. In the case of multiple choice classification, the 'options' field contains the possible classes that a model needs to choose from.

There are also additional meta-data fields such as 'pageTitle', 'title', 'outputColName', 'url', 'wdcFile'.

Data Fields

'task': task identifier

'input': column elements of a specific row in the table.

'options': for multiple choice classification, it provides the options to choose from.

'output': target column element of the same row as input.

'pageTitle': the title of the page containing the table.

'outputColName': output column name

'url': url to the website containing the table

'wdcFile': WDC Web Table Corpus file

Data Splits

The UnpredicTable datasets do not come with additional data splits.

Dataset Creation

Curation Rationale

Few-shot training on multi-task datasets has been demonstrated to improve language models' few-shot learning (FSL) performance on new tasks, but it is unclear which training tasks lead to effective downstream task adaptation. Few-shot learning datasets are typically produced with expensive human curation, limiting the scale and diversity of the training tasks available to study. As an alternative source of few-shot data, we automatically extract 413,299 tasks from diverse internet tables. We provide this as a research resource to investigate the relationship between training data and few-shot learning.

Source Data

Initial Data Collection and Normalization

We use internet tables from the English-language Relational Subset of the WDC Web Table Corpus 2015 (WTC). The WTC dataset tables were extracted from the July 2015 Common Crawl web corpus (http://webdatacommons.org/webtables/2015/EnglishStatistics.html). The dataset contains 50,820,165 tables from 323,160 web domains. We then convert the tables into few-shot learning tasks. Please see our publication for more details on the data collection and conversion pipeline.

Who are the source language producers?

The dataset is extracted from WDC Web Table Corpora.

Annotations

Annotation process

Manual annotation was only carried out for the UnpredicTable-rated-low, UnpredicTable-rated-medium, and UnpredicTable-rated-high data subsets to rate task quality. Detailed instructions of the annotation instructions can be found in our publication.

Who are the annotators?

Annotations were carried out by a lab assistant.

Personal and Sensitive Information

The data was extracted from WDC Web Table Corpora, which in turn extracted tables from the Common Crawl. We did not filter the data in any way. Thus any user identities or otherwise sensitive information (e.g., data that reveals racial or ethnic origins, sexual orientations, religious beliefs, political opinions or union memberships, or locations; financial or health data; biometric or genetic data; forms of government identification, such as social security numbers; criminal history, etc.) might be contained in our dataset.

Considerations for Using the Data

Social Impact of Dataset

This dataset is intended for use as a research resource to investigate the relationship between training data and few-shot learning. As such, it contains high- and low-quality data, as well as diverse content that may be untruthful or inappropriate. Without careful investigation, it should not be used for training models that will be deployed for use in decision-critical or user-facing situations.

Discussion of Biases

Since our dataset contains tables that are scraped from the web, it will also contain many toxic, racist, sexist, and otherwise harmful biases and texts. We have not run any analysis on the biases prevalent in our datasets. Neither have we explicitly filtered the content. This implies that a model trained on our dataset may potentially reflect harmful biases and toxic text that exist in our dataset.

Other Known Limitations

No additional known limitations.

Additional Information

Dataset Curators

Jun Shern Chan, Michael Pieler, Jonathan Jao, Jérémy Scheurer, Ethan Perez

Licensing Information

Apache 2.0

Citation Information 

@misc{chan2022few,
  author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
  title = {Few-shot Adaptation Works with UnpredicTable Data},
  publisher={arXiv},
  year = {2022},
  url = {https://arxiv.org/abs/2208.01009}
}
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Homepage:
ethanperez.net
Repository:
github.com
Paper:
Few-shot Adaptation Works with UnpredicTable Data
Point of Contact:
perez@nyu.edu
Size of downloaded dataset files:
21.3 MB
Size of the auto-converted Parquet files:
3.02 MB
Number of rows:
39,442

Models trained or fine-tuned on MicPie/unpredictable_msdn-microsoft-com