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3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] TO DO [Description] port knowledgebase plasmoid to new engine [Contact] Eckhart Wörner [Project] | knowledgebase | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] TO DO [Description] Add categories [Contact] Eckhart Wörner [Project] | knowledgebase | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] IN PROGRESS [Description] Add messaging [Contact] Eckhart Wörner [Project] | opendesktop | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] IN PROGRESS [Description] Add friendship management [Contact] Eckhart Wörner [Project] | opendesktop | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] IN PROGRESS [Description] Add possibility to use different providers, use attica from kdesupport [Contact] Eckhart Wörner [Project] | ocs engine | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] IN PROGRESS [Description] port opendesktop plasmoid to new engine and rename accordingly [Contact] Eckhart Wörner [Project] | opendesktop | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] IN PROGRESS [Description] port opendesktop activities plasmoid to new engine and rename accordingly [Contact] Eckhart Wörner [Project] | opendesktop activities | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] IN PROGRESS [Description] new appearance and new twitter api pieces support [Contact] Marco Martin [Project] | microblogging | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] Added a virtual keyboard plasmoid for touchscreen users [Contact] Björn Ruberg [Project] | plasmaboard | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] Made it work with multiple rows and cols [Contact] Tomaz Canabrava [Project] | FifteenPuzzle | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] A new advanced calculator plasmoid [Contact] Matteo Agostinelli [Project] | Qalculate | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] A new plasmoid for visualizing KDE projects status (commits, commiters, bugs, krazy status, etc) [Contact] Sandro S. Andrade [Project] | KDE Observatory | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] A new plasmoid for fast spell checking [Contact] Michał Dutkiewicz [Project] | Spell Check | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] generic Mediawiki KRunner [Contact] Sebastian Kügler [Project] | Project Silk | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] Webslice Plasmoid, qgraphicswidget [Contact] Sebastian Kügler [Project] | Project Silk | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
3b076c37_4_Feature_Plan____KDE_TechBase__Project | [Status] DONE [Description] Network Manager Plasmoid [Contact] Sebastian Kügler [Project] | Solid | [] | Difference between revisions of "Schedules/KDE4/4.4 Feature Plan" - KDE TechBase | Project | https://techbase.kde.org/index.php?title=Schedules/KDE4/4.4_Feature_Plan&diff=47149&oldid=47138 | 39/1438043062723.96_20150728002422-00061-ip-10-236-191-2_891915235_17.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] Subtitle Workshop [Descriptions] | This software program is good for editing subtitles. It is well-organized, convenient and supportive of different formats for subtitles. It is available for free downloading with additional abilities to convert text as well. It is user-friendly and has many customizable features to make it the best. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] Jubler [Descriptions] | It is a subtitle editor and deals with subtitles based on text. If you have new subtitles to create then Jubler will be good for authoring that together with converting, correcting and refining already existing subtitles. To use Jubler, you will be required to have a spell checking tool to ensure the subtitles are grammatically correct, a player for viewing the subtitles and JREs latest version. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] SubtitleCreator [Descriptions] | This software is good as a subtitle creator which is its main specialty. It is good when the subtitles to be created are for DVDs. Its interface is well advanced as well as harmonization features that make the software stand out easily from the rest. The outstanding feature for this subtitle creator is the WYSIWYG editor which allows one to preview DVDs. Subtitle Workshop is the perfect example of a subtitle creator. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] OpenSubtitleEditor [Descriptions] | This software program will be very effective when it comes to editing subtitles. It handles tasks like removal of the subtitles, translation, adding subtitles and re-syncing where necessary. Open Subtitle Editor can as well create new subtitles right from nothing. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] SubMagic [Descriptions] | This is a software program that can multitask with ease. You can have it for editing of subtitles, conversion of formats, translation from one language to another and creation of new subtitles. Very many formats are supported by SubMagic while its functions and features come in numbers just to make the user experience memorable. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] VisualSubSync [Descriptions] | This is a subtitle editor that you can be happy to use. Some of the editing functions it can perform include making corrections, transforming content and refining the already existing subtitle. Its biggest advantage is ability to show sound waves which will come in handy when matching subtitles with voices. VisualSubSync supports three formats; SRT, ASS and SSA. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
925dde09_ownload_Sites_You_May_Not_Miss__Descriptions | [Program Name] DivXLand Media Subtitler [Descriptions] | This will be your suitable option anytime you want to create new subtitles, make some editing and convert for compatibility purposes. It comes in many languages which make out the best user experience all the time. DivXLand Media Subtitler supports formats like WMV, AVI, MPG and many other video compatible files. Its notable features are modes for bulk subtitling, instant previews, pause editing, rapid start guide and basic text configuring support. | [] | Top 10 Subtitles Download Sites You May Not Miss | Descriptions | http://www.iskysoft.com/articles/download-subtitles.html | 39/1438042989126.22_20150728002309-00261-ip-10-236-191-2_530082352_1.json |
aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Transactional filesystem [ZFS] YES [BTRFS] | YES | [
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Journaling [ZFS] NO [Remarks] Not a design flaw, but ZFS is robust by design... See page 7 of "ZFS The last word on filesystems". [BTRFS] | YES | [
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Dividable pool of data storage [ZFS] YES [BTRFS] | YES | [
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Read-only snapshot support [ZFS] YES [BTRFS] | YES | [
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Writable snapshot support [ZFS] YES [BTRFS] | YES | [
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[
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Sending/Receiving a snapshot over the network [ZFS] YES [BTRFS] | YES | [
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Rollback capabilities [ZFS] YES [Remarks] While ZFS knows where and how to rollback the data (on-line), BTRFS requires a bit more work from the system administrator (off-line). [BTRFS] | YES | [
[
"Y",
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Virtual block-device emulation [ZFS] YES [BTRFS] | NO | [
[
"Y",
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[
"N",
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] | ZFS Fun - Funtoo | BTRFS | http://www.funtoo.org/index.php?title=ZFS_Fun&oldid=1494 | 39/1438042988305.14_20150728002308-00127-ip-10-236-191-2_457972160_0.json |
aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Data deduplication [ZFS] YES [Remarks] Built-in in ZFS, third party tool (bedup) in BTRFS [BTRFS] | YES | [
[
"Y",
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"S"
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[
"N",
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] | ZFS Fun - Funtoo | BTRFS | http://www.funtoo.org/index.php?title=ZFS_Fun&oldid=1494 | 39/1438042988305.14_20150728002308-00127-ip-10-236-191-2_457972160_0.json |
aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Data blocks reoptimization [ZFS] NO [Remarks] ZFS is missing a "block pointer rewrite functionality", true on all known implementations so far. Not a major performance crippling however. BTRFS can do on-line data defragmentation. [BTRFS] | YES | [
[
"Y",
"E",
"S"
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[
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"O"
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Built-in data redundancy support [ZFS] YES [Remarks] ZFS has a sort of RAID-5/6 (but better! RAID-Z{1,2,3}) capability, BTRFS only fully supports data mirroring at this point, however some works remains to be done on parity bits handling by BTRFS. [BTRFS] | YES | [
[
"Y",
"E",
"S"
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[
"N",
"O"
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Management by attributes [ZFS] YES [Remarks] Nearly everything touching ZFS management is related to attributes manipulation (quotas, sharing over NFS, encryption, compression...), BTRFS also retain the concept but it les less aggressively used. [BTRFS] | NO | [
[
"Y",
"E",
"S"
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[
"N",
"O"
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Production quality code [ZFS] NO [Remarks] ZFS support in Linux is not considered as production quality (yet) although it is very robust. Several operating systems like Solaris/OpenIndiana have a production quality implementation, Solaris/OpenIndiana is now installed in ZFS datasets by defaults. [BTRFS] | NO | [
[
"Y",
"E",
"S"
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[
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"O"
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aa993491_ZFS_Fun___Funtoo__BTRFS | [Feature] Integrated within the Linux kernel tree [ZFS] NO [Remarks] ZFS is released under the CDDL license... [BTRFS] | YES | [
[
"Y",
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[
"N",
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a918190d_NetCAT___NetBeans_Wiki__Item | [Description] Archived e-mail aliases for communication between NetCAT team members. [Action] [View main archive] [View C/C++ archive] [View DB archive] [View GUI Builder archive] [View JavaEE archive] [View JavaFX archive] [View Maven archive] [View Web Client archive] [Item] | Mailing lists | [
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a918190d_NetCAT___NetBeans_Wiki__Item | [Description] Web accessible forum for communication of NetCAT team members. Access is granted one week after formation of the NetCAT team. [Action] [Access forum] [Item] | Web forum | [
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a918190d_NetCAT___NetBeans_Wiki__Item | [Description] A special one-step form to submit issues and a simplified bug query form for quick and easy use. [Action] [Report new issue] [Search an issue] [Item] | Simple bug forms | [
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f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Nexiwave [Category] Voice [Updated] 12.06.2010 [Description] | Nexiwave speech recognition API provides a web-service based speech recognition platform. It helps to search in the collection of speech recordings, automatically transcribe speech for data mining... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Sinch Calling [Category] Voice [Updated] 02.22.2015 [Description] | The Sinch Voice Calling API allows developers to integrate Sinch all calling-related functionality into their applications, enabling users to make and receive calls directly from the applications. | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Nexmo VoiceXML [Category] Voice [Updated] 03.05.2015 [Description] | Nexmo VoiceXML allows developers to integrate their applications with the Nexmo Voice services, enabling their users to call, text to speech through Nexmo directly from their applications. Nexmo... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Bandwidth Voice [Category] Voice [Updated] 12.03.2014 [Description] | Bandwidth is a leading US network carrier powering digital communications and supporting Republic Wireless. Bandwidth offers a voice and messaging cloud API platform for developers and businesses to... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Twilio Voice [Category] Voice [Updated] 09.24.2014 [Description] | Twilio, a cloud communications company, offers Twilio voice, an API that can access phone accounts, numbers, calls, texts, and recordings. This could be helpful particularly for developers who want... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Twilio [Category] Telephony [Updated] 01.09.2009 [Description] | Twilio provides a simple hosted API and markup language for businesses to quickly build scalable, reliable and advanced voice and SMS communications applications. Twilio provides a telephony... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Skype [Category] Telephony [Updated] 09.11.2005 [Description] | The Skype API provides a mechanism for 3rd party scripts and applications to control Skype UI functions and implement additional or improved features to complement the Skype. Skype is the world'... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Tropo Scripting [Category] Telephony [Updated] 08.29.2009 [Description] | Tropo makes it simple to build phone, SMS and Instant messaging applications. You use the web technologies you already know and Tropo's powerful cloud API to bring real-time communications to... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Hoiio Voice [Category] Telephony [Updated] 08.18.2011 [Description] | Hoiio is a global communication service seeking to allow people around the world to communicate via telephone or SMS by routing through Hoiio service. The Hoiio Voice API provides powerful APIs to... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Jaduka [Category] Telephony [Updated] 03.10.2007 [Description] | From their site: the Jaduka API gives developers direct access to, and all the inherent benefits of, the world's highest-quality, ubiquitous public switched telephone network (PSTN). Based on... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] MyVox [Category] Telephony [Updated] 02.21.2008 [Description] | From their site: With MyVox, you can voice-enable any application you can imagine. MyVox turns any phone into a microphone hooked up to your application. | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Plivo [Category] Telephony [Updated] 05.13.2012 [Description] | Plivo is a telephony platform for integration with other apps. It is built to be integrative and take desired call making and receiving functions off of developers’ hands. It provides capacity for... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] QuickFuse [Category] Telephony [Updated] 08.30.2010 [Description] | QuickFuse is a unique voice application editor and platform that’s controlled from a web browser. Voice applications built on the QuickFuse platform are assembled by "snapping together"... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] TelAPI [Category] Telephony [Updated] 04.11.2012 [Description] | TelAPI is a platform for telephony applications. TelAPI allows users to add voice and SMS and other telephony features to applications. Some features include sending and receiving SMS messages, phone... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Evoca [Category] Telephony [Updated] 10.20.2007 [Description] | Offer your customers, audiences and supporters easy ways to record and play content: comments, reviews, testimonials, and opinions online. Let them call your website from any phone - landline, mobile... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] CallDirek [Category] Telephony [Updated] 05.22.2015 [Description] | The CallDirek REST API allows developers to access and integrate the functionality of CallDirek with other applications. Some example API methods include managing accounts, retrieving balance... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Plivo Recording [Category] Telephony [Updated] 04.15.2015 [Description] | The Plivo Recording API allows developers to list all or a specific recording, and to delete a specific recording. Plivo is a carrier service company that provides businesses a way to communicate... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Plivo Number [Category] Telephony [Updated] 04.15.2015 [Description] | The Plivo Number API allows developers to list all rented numbers, get details of a rented number, add a number from their carrier, edit a number, and unrent a number. Plivo is a carrier service... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Sinch Calling Callback [Category] Telephony [Updated] 02.22.2015 [Description] | The Sinch Calling Callback API allows developers to integrate Sinch callbacks services into their applications, enabling them to make callbacks to an external application backend. This API uses HTTP... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Telekom Tropo [Category] Telephony [Updated] 07.22.2014 [Description] | Telekom Tropo is a service that makes it easy to build applications for processing incoming and outgoing phone calls. Provided by Developer Garden, developer ecosystem of Deutsche Telekom, Telekom... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Call2API [Category] Telephony [Updated] 04.14.2014 [Description] | Call2API allows users to integrate voice messaging capabilities into their contact platforms. An online editor helps users quickly build call flows and voice messages using pre-defined components.... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Lleida ENUM [Category] Telephony [Updated] 04.03.2014 [Description] | Lleida is a service for turning email and SMS communications into legally binding contracts, but it also provides an ENUM service, which uses DNS queries to map phone numbers to the internet... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] CallRail [Category] Telephony [Updated] 01.05.2014 [Description] | CallRail is a phone call tracking, recording, and analytics service that helps companies understand which marketing sources are driving phone calls -- online and offline. The CallRail API provides... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] CallFire Voice Broadcast [Category] Telephony [Updated] 11.23.2013 [Description] | CallFire is an online text and voice messaging platform designed to meet the needs of a variety of users and organizations. The platform comes with APIs for integrating its functions into third-party... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] 2600hz [Category] Telephony [Updated] 09.10.2013 [Description] | 2600hz is a telephony, voice, and video communications platform. 2600hz provides a variety of communications features for organizations and companies to use for voice and video communication. The... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Digium Swithchvox [Category] Telephony [Updated] 06.08.2013 [Description] | Digium is a communications technology company specializing in business phone systems and custom telephony solutions. Switchvox is Digium's Asterisk-based unified communications system designed... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Rebtel Voice Platform [Category] Telephony [Updated] 04.26.2013 [Description] | Rebtel Voice Platform is an international calling platform. Users can use Rebtel from their mobile phones to make international calls at various rates. The Rebtel Voice Platform API and SDK allow... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Rebtel [Category] Telephony [Updated] 04.24.2013 [Description] | The Rebtel Voice Platform makes it easy to add VoIP calling in any Android or iOS app: - Quick to start: Make your first VoIP call from within your app in a few minutes. Free to start. - Easy to... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Talkray [Category] Telephony [Updated] 03.28.2013 [Description] | Talkray is a mobile application that allows users to make free phone calls, send and receive text messages, and send and receive photos. The Talkray API allows developers to access and integrate the... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] VoiceShot [Category] Telephony [Updated] 03.19.2013 [Description] | VoiceShot offers web-based voice broadcasting, text messaging, appointment reminders, virtual office phone systems, a virtual receptionist, and XML voice alert and notification services. VoiceShot... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] SimpleVox [Category] Telephony [Updated] 02.24.2013 [Description] | SimpleVox is a phone and VoIP solution. SimpleVox is cloud-based offers a variety of telephony features such as voicemail, voice menus, wait music, and multiple lines on various types of phones (cell... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Kazoo [Category] Telephony [Updated] 02.19.2013 [Description] | Kazoo by 2600hz is a telecommunications service solution. Kazoo provides a telecommunications infrastructure and monitoring services. The Kazoo API allows developers to access and integrate some of... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Cisco Jabber Voice & Video [Category] Telephony [Updated] 01.15.2013 [Description] | The service provides integrated voice and video communications via broswer-based telephony. Basic telephone call functions include making and receiving voice calls, hold and resume funtions, multi-... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] CloudTalk [Category] Telephony [Updated] 09.20.2012 [Description] | CloudTalk is a platform for communications for mobile and web applications. CloudTalk's platform allows for voice communication for applications. The CloudTalk APIs allow developers to access... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Synergy-IPV [Category] Telephony [Updated] 08.28.2012 [Description] | Morris Communications Group provides Voice over Internet Protocol services. The Synergy-IPV is a custom built VOIP platform in which all telephone features are controllable directly from the user’s... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] foneAPI [Category] Telephony [Updated] 08.27.2012 [Description] | The service provides cloud-hosted telephony functions such as voice over IP (VoIP). Its functions include a switch that monitors customer phone numbers for incoming calls and initiates calls when... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] woopla [Category] Telephony [Updated] 08.09.2012 [Description] | Woopla provides telecommunication solutions for business and residential clients. Services include low cost international calls, SIP/VoIP termination, service numbers, and more. Among its value added... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] CallFire Record [Category] Telephony [Updated] 06.11.2012 [Description] | CallFire provides a VoIP platform that powers voice broadcasts, call centers, call tracking, and text messaging campaigns. This API lets users create recording campaigns. Functionality includes... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] RTCkit [Category] Telephony [Updated] 05.27.2012 [Description] | RTCkit is a telephony service that allows users to embed a component called Flash WebPhone in their websites. This component allows visitors to make phone calls from their browsers without installing... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Nimbuzz [Category] Telephony [Updated] 05.09.2012 [Description] | Nimbuzz is a mobile application that allows users to make and receive calls, message with contacts, and share files for free. Nimbuzz is a mobile social connection application. The Nimbuzz API... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] YouMail [Category] Telephony [Updated] 04.12.2012 [Description] | YouMail offers a visual voicemail application for use on BlackBerry, Android, iPhone, WebOS, Windows Phone 7 platforms. With YouMail, users can organize their voicemails, access them through any... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Anveo Phone [Category] Telephony [Updated] 04.11.2012 [Description] | Anveo is an interactive voice response service provider. The Anveo API provides a way for external applications and systems to make phone calls, initiate outbound IVR, provision ContactME/Click to... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] TradeHarbor VoiceSig Express [Category] Telephony [Updated] 03.28.2012 [Description] | TradeHarbor makes web services that help prevent fraudulent online transactions. Voice Signature Service (VSS) is their primary offering, a voice recognition service that can be used for transactions... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] DialMyCalls [Category] Telephony [Updated] 02.01.2012 [Description] | DialMyCalls is a service that calls or texts phone numbers with user-created voice messages or text messages. DialMyCalls can be used for a variety of messaging needs, such as emergencies, political... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] InVox [Category] Telephony [Updated] 11.21.2011 [Description] | Cloud-based service supporting business phone systems for small and medium-sized companies. The web-based phone designer tool allows users to build business telephone systems and advanced IVR systems... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] Teleku [Category] Telephony [Updated] 11.21.2011 [Description] | Cloud-based RESTful web service API supports building phone applications that answer inbound calls and initiate outbound calls (phone, Skype, or SIP), interact with Web applications, and send/receive... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] THECALLR [Category] Telephony [Updated] 10.19.2011 [Description] | THECALLR is the most efficient and simple way to bring voice to the center of your customer relationships. Make your customers happier and your life easier. THECALLR delivers communications as a... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] DIDWW [Category] Telephony [Updated] 10.03.2011 [Description] | DIDWW is a service that provides local phone numbers in numerous countries and cities. DIDWW also provides call forwarding to VoIP, mobile phones, and other phones around the world. The DIDWW API... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] PennyTel Open [Category] Telephony [Updated] 08.29.2011 [Description] | PennyTel provides VoIP services in Australia. Services provided include ANI, SMS & Web Callback Options, Fax To Email, Mobile Broadband, Mobile VoIP, Shared Access Numbers, SmartDial, SMS, Visual... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
f08d3f52_PI_Directory___ProgrammableWeb__Description | [API Name] 46elks [Category] Telephony [Updated] 08.19.2011 [Description] | Phone calls, SMS and MMS all in one easy API. Our cloud communication platform enables web developers to integrate telephony technlogy into their applications. And do things such as control incoming... | [] | API Directory | ProgrammableWeb | Description | http://www.programmableweb.com/category/all/apis?category=19997%2C20385%2C19960 | 39/1438043062723.96_20150728002422-00293-ip-10-236-191-2_654924090_0.json |
Dataset Card for "UnpredicTable-cluster29" - 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:
UnpredicTable-full: Starting from the initial WTC corpus of 50M tables, we apply our tables-to-tasks procedure to produce our resulting dataset, UnpredicTable-full, which comprises 413,299 tasks from 23,744 unique websites.
UnpredicTable-unique: This is the same as UnpredicTable-full but filtered to have a maximum of one task per website. UnpredicTable-unique contains exactly 23,744 tasks from 23,744 websites.
UnpredicTable-5k: This dataset contains 5k random tables from the full dataset.
UnpredicTable data subsets based on a manual human quality rating (please see our publication for details of the ratings):
UnpredicTable data subsets based on the website of origin:
- UnpredicTable-baseball-fantasysports-yahoo-com
- UnpredicTable-bulbapedia-bulbagarden-net
- UnpredicTable-cappex-com
- UnpredicTable-cram-com
- UnpredicTable-dividend-com
- UnpredicTable-dummies-com
- UnpredicTable-en-wikipedia-org
- UnpredicTable-ensembl-org
- UnpredicTable-gamefaqs-com
- UnpredicTable-mgoblog-com
- UnpredicTable-mmo-champion-com
- UnpredicTable-msdn-microsoft-com
- UnpredicTable-phonearena-com
- UnpredicTable-sittercity-com
- UnpredicTable-sporcle-com
- UnpredicTable-studystack-com
- UnpredicTable-support-google-com
- UnpredicTable-w3-org
- UnpredicTable-wiki-openmoko-org
- UnpredicTable-wkdu-org
UnpredicTable data subsets based on clustering (for the clustering details please see our publication):
- UnpredicTable-cluster00
- UnpredicTable-cluster01
- UnpredicTable-cluster02
- UnpredicTable-cluster03
- UnpredicTable-cluster04
- UnpredicTable-cluster05
- UnpredicTable-cluster06
- UnpredicTable-cluster07
- UnpredicTable-cluster08
- UnpredicTable-cluster09
- UnpredicTable-cluster10
- UnpredicTable-cluster11
- UnpredicTable-cluster12
- UnpredicTable-cluster13
- UnpredicTable-cluster14
- UnpredicTable-cluster15
- UnpredicTable-cluster16
- UnpredicTable-cluster17
- UnpredicTable-cluster18
- UnpredicTable-cluster19
- UnpredicTable-cluster20
- UnpredicTable-cluster21
- UnpredicTable-cluster22
- UnpredicTable-cluster23
- UnpredicTable-cluster24
- UnpredicTable-cluster25
- UnpredicTable-cluster26
- UnpredicTable-cluster27
- UnpredicTable-cluster28
- UnpredicTable-cluster29
- UnpredicTable-cluster-noise
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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