René's URL Explorer Experiment


Title: GitHub - microsoft/MASS: MASS: Masked Sequence to Sequence Pre-training for Language Generation

Open Graph Title: GitHub - microsoft/MASS: MASS: Masked Sequence to Sequence Pre-training for Language Generation

X Title: GitHub - microsoft/MASS: MASS: Masked Sequence to Sequence Pre-training for Language Generation

Description: MASS: Masked Sequence to Sequence Pre-training for Language Generation - microsoft/MASS

Open Graph Description: MASS: Masked Sequence to Sequence Pre-training for Language Generation - microsoft/MASS

X Description: MASS: Masked Sequence to Sequence Pre-training for Language Generation - microsoft/MASS

Opengraph URL: https://github.com/microsoft/MASS

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:88ce1ae4-8a7f-6acf-1083-3944fd874977
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB91C:7B6E4:185E1EF:20CA68F:69706E2F
html-safe-noncefd27bcbc599765fca558e1c3806af93a0ce0fb55a47658450bb1a14da0b68d5a
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCOTFDOjdCNkU0OjE4NUUxRUY6MjBDQTY4Rjo2OTcwNkUyRiIsInZpc2l0b3JfaWQiOiI1OTM5OTgwNTQ3Mjk3Mzk4MjMiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmacf623b00435e61c839ff49c3b22a5b114a7a4a6401a8d1b9d2d497b79d9b7b200
hovercard-subject-tagrepository:188844545
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/microsoft/MASS
twitter:imagehttps://opengraph.githubassets.com/4a4a337600f7120f26a202f0e50c7146953ef83fe9bbff13eb1c5e4027969ef9/microsoft/MASS
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/4a4a337600f7120f26a202f0e50c7146953ef83fe9bbff13eb1c5e4027969ef9/microsoft/MASS
og:image:altMASS: Masked Sequence to Sequence Pre-training for Language Generation - microsoft/MASS
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None9920a62ba22d06470388e2904804fb7e5ec51c9e35f81784e9191394c74b2bd2
turbo-cache-controlno-preview
go-importgithub.com/microsoft/MASS git https://github.com/microsoft/MASS.git
octolytics-dimension-user_id6154722
octolytics-dimension-user_loginmicrosoft
octolytics-dimension-repository_id188844545
octolytics-dimension-repository_nwomicrosoft/MASS
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id188844545
octolytics-dimension-repository_network_root_nwomicrosoft/MASS
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release7d6181066430cc06553c8396ca201e194ae33cb9
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/microsoft/MASS#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmicrosoft%2FMASS
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmicrosoft%2FMASS
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=microsoft%2FMASS
Reloadhttps://patch-diff.githubusercontent.com/microsoft/MASS
Reloadhttps://patch-diff.githubusercontent.com/microsoft/MASS
Reloadhttps://patch-diff.githubusercontent.com/microsoft/MASS
microsoft https://patch-diff.githubusercontent.com/microsoft
MASShttps://patch-diff.githubusercontent.com/microsoft/MASS
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fmicrosoft%2FMASS
Fork 206 https://patch-diff.githubusercontent.com/login?return_to=%2Fmicrosoft%2FMASS
Star 1.1k https://patch-diff.githubusercontent.com/login?return_to=%2Fmicrosoft%2FMASS
arxiv.org/pdf/1905.02450.pdfhttps://arxiv.org/pdf/1905.02450.pdf
View license https://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/LICENSE.TXT
1.1k stars https://patch-diff.githubusercontent.com/microsoft/MASS/stargazers
206 forks https://patch-diff.githubusercontent.com/microsoft/MASS/forks
Branches https://patch-diff.githubusercontent.com/microsoft/MASS/branches
Tags https://patch-diff.githubusercontent.com/microsoft/MASS/tags
Activity https://patch-diff.githubusercontent.com/microsoft/MASS/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fmicrosoft%2FMASS
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fmicrosoft%2FMASS
Code https://patch-diff.githubusercontent.com/microsoft/MASS
Issues 63 https://patch-diff.githubusercontent.com/microsoft/MASS/issues
Pull requests 6 https://patch-diff.githubusercontent.com/microsoft/MASS/pulls
Actions https://patch-diff.githubusercontent.com/microsoft/MASS/actions
Projects 0 https://patch-diff.githubusercontent.com/microsoft/MASS/projects
Models https://patch-diff.githubusercontent.com/microsoft/MASS/models
Security Uh oh! There was an error while loading. Please reload this page. https://patch-diff.githubusercontent.com/microsoft/MASS/security
Please reload this pagehttps://patch-diff.githubusercontent.com/microsoft/MASS
Insights https://patch-diff.githubusercontent.com/microsoft/MASS/pulse
Code https://patch-diff.githubusercontent.com/microsoft/MASS
Issues https://patch-diff.githubusercontent.com/microsoft/MASS/issues
Pull requests https://patch-diff.githubusercontent.com/microsoft/MASS/pulls
Actions https://patch-diff.githubusercontent.com/microsoft/MASS/actions
Projects https://patch-diff.githubusercontent.com/microsoft/MASS/projects
Models https://patch-diff.githubusercontent.com/microsoft/MASS/models
Security https://patch-diff.githubusercontent.com/microsoft/MASS/security
Insights https://patch-diff.githubusercontent.com/microsoft/MASS/pulse
Brancheshttps://patch-diff.githubusercontent.com/microsoft/MASS/branches
Tagshttps://patch-diff.githubusercontent.com/microsoft/MASS/tags
https://patch-diff.githubusercontent.com/microsoft/MASS/branches
https://patch-diff.githubusercontent.com/microsoft/MASS/tags
140 Commitshttps://patch-diff.githubusercontent.com/microsoft/MASS/commits/master/
https://patch-diff.githubusercontent.com/microsoft/MASS/commits/master/
MASS-summarizationhttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/MASS-summarization
MASS-summarizationhttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/MASS-summarization
MASS-supNMThttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/MASS-supNMT
MASS-supNMThttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/MASS-supNMT
MASS-unsupNMThttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/MASS-unsupNMT
MASS-unsupNMThttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/MASS-unsupNMT
figshttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/figs
figshttps://patch-diff.githubusercontent.com/microsoft/MASS/tree/master/figs
.gitignorehttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/.gitignore
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/CONTRIBUTING.md
LICENSE.TXThttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/LICENSE.TXT
LICENSE.TXThttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/LICENSE.TXT
NOTICE.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/NOTICE.md
NOTICE.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/NOTICE.md
README.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/README.md
SECURITY.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/SECURITY.md
SECURITY.mdhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/SECURITY.md
READMEhttps://patch-diff.githubusercontent.com/microsoft/MASS
Code of conducthttps://patch-diff.githubusercontent.com/microsoft/MASS
Contributinghttps://patch-diff.githubusercontent.com/microsoft/MASS
Licensehttps://patch-diff.githubusercontent.com/microsoft/MASS
Securityhttps://patch-diff.githubusercontent.com/microsoft/MASS
https://patch-diff.githubusercontent.com/microsoft/MASS#mass
MASS: Masked Sequence to Sequence Pre-training for Language Generationhttps://arxiv.org/pdf/1905.02450.pdf
Xu Tanhttps://www.microsoft.com/en-us/research/people/xuta/
Tao Qinhttps://www.microsoft.com/en-us/research/people/taoqin/
Tie-Yan Liuhttps://www.microsoft.com/en-us/research/people/tyliu/
https://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/figs/mass.png
Unsupervised Neural Machine Translationhttps://patch-diff.githubusercontent.com/microsoft/MASS#unsupervised-nmt
Supervised Neural Machine Translationhttps://patch-diff.githubusercontent.com/microsoft/MASS#supervised-nmt
Text Summarizationhttps://patch-diff.githubusercontent.com/microsoft/MASS#text-summarization
https://patch-diff.githubusercontent.com/microsoft/MASS#what-is-new
MPNethttps://arxiv.org/pdf/2004.09297.pdf
https://github.com/microsoft/MPNethttps://github.com/microsoft/MPNet
https://patch-diff.githubusercontent.com/microsoft/MASS#unsupervised-nmt
MASS-unsupNMThttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-unsupNMT
MODELhttps://modelrelease.blob.core.windows.net/mass/mass_enfr_1024.pth
MODELhttps://modelrelease.blob.core.windows.net/mass/mass_ft_enfr_1024.pth
BPE codeshttps://dl.fbaipublicfiles.com/XLM/codes_enfr
Vocabularyhttps://dl.fbaipublicfiles.com/XLM/vocab_enfr
MODELhttps://modelrelease.blob.core.windows.net/mass/mass_ende_1024.pth
MODELhttps://modelrelease.blob.core.windows.net/mass/mass_ft_ende_1024.pth
BPE codeshttps://dl.fbaipublicfiles.com/XLM/codes_ende
Vocabularyhttps://dl.fbaipublicfiles.com/XLM/vocab_ende
MODELhttps://modelrelease.blob.core.windows.net/mass/mass_enro_1024.pth
MODELhttps://modelrelease.blob.core.windows.net/mass/mass_ft_enro_1024.pth
BPE_codeshttps://dl.fbaipublicfiles.com/XLM/codes_enro
Vocabularyhttps://dl.fbaipublicfiles.com/XLM/vocab_enro
https://patch-diff.githubusercontent.com/microsoft/MASS#dependencies
XLMhttps://github.com/facebookresearch/XLM
https://patch-diff.githubusercontent.com/microsoft/MASS#data-ready
https://patch-diff.githubusercontent.com/microsoft/MASS#pre-training
https://patch-diff.githubusercontent.com/microsoft/MASS#distributed-training
https://patch-diff.githubusercontent.com/microsoft/MASS#fine-tuning
MASShttps://modelrelease.blob.core.windows.net/mass/mass_mt_enro_1024.pth
https://patch-diff.githubusercontent.com/microsoft/MASS#supervised-nmt
fairseqhttps://github.com/pytorch/fairseq
MASS-supNMThttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-supNMT
https://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-supNMT/archi_mass_sup_md.png
MODELhttps://modelrelease.blob.core.windows.net/mass/zhen_mass_pre-training.pt
CODEhttps://modelrelease.blob.core.windows.net/mass/bpecode.zip
VOCABhttps://modelrelease.blob.core.windows.net/mass/dict.en.txt
VOCABhttps://modelrelease.blob.core.windows.net/mass/dict.zh.txt
https://patch-diff.githubusercontent.com/microsoft/MASS#prerequisites
https://patch-diff.githubusercontent.com/microsoft/MASS#data-ready-1
https://patch-diff.githubusercontent.com/microsoft/MASS#pre-training-1
scripthttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-supNMT/run_mass_enzh.sh
https://patch-diff.githubusercontent.com/microsoft/MASS#fine-tuning-1
scripthttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-supNMT/ft_mass_enzh.sh
https://patch-diff.githubusercontent.com/microsoft/MASS#inference
scripthttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-supNMT/translate.sh
https://patch-diff.githubusercontent.com/microsoft/MASS#text-summarization
fairseqhttps://github.com/pytorch/fairseq
MASS-summarizationhttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-summarization
https://patch-diff.githubusercontent.com/microsoft/MASS#dependency
https://patch-diff.githubusercontent.com/microsoft/MASS#model
MODELhttps://modelrelease.blob.core.windows.net/mass/mass-base-uncased.tar.gz
MODELhttps://modelrelease.blob.core.windows.net/mass/mass-middle-uncased.tar.gz
https://patch-diff.githubusercontent.com/microsoft/MASS#results-on-abstractive-summarization-12032019
files2rougehttps://github.com/pltrdy/files2rouge
https://patch-diff.githubusercontent.com/microsoft/MASS#pipeline-for-pre-training
https://patch-diff.githubusercontent.com/microsoft/MASS#download-data
https://patch-diff.githubusercontent.com/microsoft/MASS#tokenize-corpus
scripthttps://patch-diff.githubusercontent.com/microsoft/MASS/blob/master/MASS-summarization/encode.py
https://patch-diff.githubusercontent.com/microsoft/MASS#binarized-data
https://patch-diff.githubusercontent.com/microsoft/MASS#pre-training-2
https://patch-diff.githubusercontent.com/microsoft/MASS#pipeline-for-fine-tuning-cnn--daily-mail
https://patch-diff.githubusercontent.com/microsoft/MASS#data
linkhttps://github.com/abisee/cnn-dailymail
tokenizationhttps://patch-diff.githubusercontent.com/microsoft/MASS#tokenize-corpus
herehttps://modelrelease.blob.core.windows.net/mass/cnndm.tar.gz
https://patch-diff.githubusercontent.com/microsoft/MASS#running
https://patch-diff.githubusercontent.com/microsoft/MASS#inference-1
https://patch-diff.githubusercontent.com/microsoft/MASS#reference
https://patch-diff.githubusercontent.com/microsoft/MASS#related-works
MPNet: Masked and Permuted Pre-training for Language Understandinghttps://arxiv.org/pdf/2004.09297.pdf
https://github.com/microsoft/MPNethttps://github.com/microsoft/MPNet
arxiv.org/pdf/1905.02450.pdfhttps://arxiv.org/pdf/1905.02450.pdf
Readme https://patch-diff.githubusercontent.com/microsoft/MASS#readme-ov-file
View license https://patch-diff.githubusercontent.com/microsoft/MASS#License-1-ov-file
Code of conduct https://patch-diff.githubusercontent.com/microsoft/MASS#coc-ov-file
Contributing https://patch-diff.githubusercontent.com/microsoft/MASS#contributing-ov-file
Security policy https://patch-diff.githubusercontent.com/microsoft/MASS#security-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/microsoft/MASS
Activityhttps://patch-diff.githubusercontent.com/microsoft/MASS/activity
Custom propertieshttps://patch-diff.githubusercontent.com/microsoft/MASS/custom-properties
1.1k starshttps://patch-diff.githubusercontent.com/microsoft/MASS/stargazers
31 watchinghttps://patch-diff.githubusercontent.com/microsoft/MASS/watchers
206 forkshttps://patch-diff.githubusercontent.com/microsoft/MASS/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmicrosoft%2FMASS&report=microsoft+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/microsoft/MASS/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/microsoft/packages?repo_name=MASS
Please reload this pagehttps://patch-diff.githubusercontent.com/microsoft/MASS
Contributors 7https://patch-diff.githubusercontent.com/microsoft/MASS/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/microsoft/MASS
Python 87.3% https://patch-diff.githubusercontent.com/microsoft/MASS/search?l=python
Shell 11.1% https://patch-diff.githubusercontent.com/microsoft/MASS/search?l=shell
Perl 1.6% https://patch-diff.githubusercontent.com/microsoft/MASS/search?l=perl
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.