├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── acl2020cascade ├── README.md └── data │ ├── README.md │ ├── unique.dev │ ├── unique.test │ └── unique.train └── arxiv2021mgqa ├── README.md └── manuscript.pdf /.gitignore: -------------------------------------------------------------------------------- 1 | # Combination of Python.gitignore and macOS.gitignore 2 | # from https://github.com/github/gitignore 3 | 4 | ##################### 5 | 6 | # Byte-compiled / optimized / DLL files 7 | __pycache__/ 8 | *.py[cod] 9 | *$py.class 10 | 11 | # C extensions 12 | *.so 13 | 14 | # Distribution / packaging 15 | .Python 16 | build/ 17 | develop-eggs/ 18 | dist/ 19 | downloads/ 20 | eggs/ 21 | .eggs/ 22 | lib/ 23 | lib64/ 24 | parts/ 25 | sdist/ 26 | var/ 27 | wheels/ 28 | share/python-wheels/ 29 | *.egg-info/ 30 | .installed.cfg 31 | *.egg 32 | MANIFEST 33 | 34 | # PyInstaller 35 | # Usually these files are written by a python script from a template 36 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 37 | *.manifest 38 | *.spec 39 | 40 | # Installer logs 41 | pip-log.txt 42 | pip-delete-this-directory.txt 43 | 44 | # Unit test / coverage reports 45 | htmlcov/ 46 | .tox/ 47 | .nox/ 48 | .coverage 49 | .coverage.* 50 | .cache 51 | nosetests.xml 52 | coverage.xml 53 | *.cover 54 | *.py,cover 55 | .hypothesis/ 56 | .pytest_cache/ 57 | cover/ 58 | 59 | # Translations 60 | *.mo 61 | *.pot 62 | 63 | # Django stuff: 64 | *.log 65 | local_settings.py 66 | db.sqlite3 67 | db.sqlite3-journal 68 | 69 | # Flask stuff: 70 | instance/ 71 | .webassets-cache 72 | 73 | # Scrapy stuff: 74 | .scrapy 75 | 76 | # Sphinx documentation 77 | docs/_build/ 78 | 79 | # PyBuilder 80 | .pybuilder/ 81 | target/ 82 | 83 | # Jupyter Notebook 84 | .ipynb_checkpoints 85 | 86 | # IPython 87 | profile_default/ 88 | ipython_config.py 89 | 90 | # pyenv 91 | # For a library or package, you might want to ignore these files since the code is 92 | # intended to run in multiple environments; otherwise, check them in: 93 | # .python-version 94 | 95 | # pipenv 96 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 97 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 98 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 99 | # install all needed dependencies. 100 | #Pipfile.lock 101 | 102 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 103 | __pypackages__/ 104 | 105 | # Celery stuff 106 | celerybeat-schedule 107 | celerybeat.pid 108 | 109 | # SageMath parsed files 110 | *.sage.py 111 | 112 | # Environments 113 | .env 114 | .venv 115 | env/ 116 | venv/ 117 | ENV/ 118 | env.bak/ 119 | venv.bak/ 120 | 121 | # Spyder project settings 122 | .spyderproject 123 | .spyproject 124 | 125 | # Rope project settings 126 | .ropeproject 127 | 128 | # mkdocs documentation 129 | /site 130 | 131 | # mypy 132 | .mypy_cache/ 133 | .dmypy.json 134 | dmypy.json 135 | 136 | # Pyre type checker 137 | .pyre/ 138 | 139 | # pytype static type analyzer 140 | .pytype/ 141 | 142 | # Cython debug symbols 143 | cython_debug/ 144 | 145 | 146 | # General 147 | .DS_Store 148 | .AppleDouble 149 | .LSOverride 150 | 151 | # Icon must end with two \r 152 | Icon 153 | 154 | 155 | # Thumbnails 156 | ._* 157 | 158 | # Files that might appear in the root of a volume 159 | .DocumentRevisions-V100 160 | .fseventsd 161 | .Spotlight-V100 162 | .TemporaryItems 163 | .Trashes 164 | .VolumeIcon.icns 165 | .com.apple.timemachine.donotpresent 166 | 167 | # Directories potentially created on remote AFP share 168 | .AppleDB 169 | .AppleDesktop 170 | Network Trash Folder 171 | Temporary Items 172 | .apdisk 173 | -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- 1 | ## Code of Conduct 2 | This project has adopted the [Amazon Open Source Code of Conduct](https://aws.github.io/code-of-conduct). 3 | For more information see the [Code of Conduct FAQ](https://aws.github.io/code-of-conduct-faq) or contact 4 | opensource-codeofconduct@amazon.com with any additional questions or comments. 5 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contributing Guidelines 2 | 3 | Thank you for your interest in contributing to our project. Whether it's a bug report, new feature, correction, or additional 4 | documentation, we greatly value feedback and contributions from our community. 5 | 6 | Please read through this document before submitting any issues or pull requests to ensure we have all the necessary 7 | information to effectively respond to your bug report or contribution. 8 | 9 | 10 | ## Reporting Bugs/Feature Requests 11 | 12 | We welcome you to use the GitHub issue tracker to report bugs or suggest features. 13 | 14 | When filing an issue, please check existing open, or recently closed, issues to make sure somebody else hasn't already 15 | reported the issue. Please try to include as much information as you can. 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All Rights Reserved. 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Web Question Answering 2 | 3 | This directory contains a collections of data and models for Web Question Answering. 4 | 5 | - For data and models for paper "The Cascade Transformer: an Application for Efficient Answer Sentence Selection", see under [acl2020cascade](https://github.com/alexa/wqa-cascade-transformers/tree/master/acl2020cascade). 6 | - For data for paper our multlingual generative paper, see under [arxiv2021mgqa](https://github.com/alexa/wqa-cascade-transformers/tree/master/arxiv2021mgqa). 7 | 8 | ## Contact 9 | 10 | For help or issues, please submit a GitHub issue. 11 | 12 | For direct communication, please contact Luca Soldaini (lssoldai at amazon dot com). -------------------------------------------------------------------------------- /acl2020cascade/README.md: -------------------------------------------------------------------------------- 1 | # The Cascade Transformer: an Application for Efficient Answer Sentence Selection 2 | 3 | This repository contain models and code for the paper titled "The Cascade Transformer: an Application for Efficient Answer Sentence Selection", which has been accepted for publication at ACL 2020. 4 | 5 | A copy of the paper is available on [arXiv](http://arxiv.org/abs/2005.02534). 6 | 7 | If you want to cite our work, please use the following BibTex: 8 | 9 | ```bibtex 10 | @inproceedings{soldaini2020cascade, 11 | title = "The Cascade Transformer: an Application for Efficient Answer Sentence Selection", 12 | author = "Soldaini, Luca and Moschitti, Alessandro", 13 | booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop", 14 | month = jul, 15 | year = "2020", 16 | address = "Seattle, WA, USA", 17 | publisher = "Association for Computational Linguistics", 18 | } 19 | 20 | ``` 21 | 22 | ## Data 23 | 24 | Please see under the directory `data/`. 25 | 26 | ## Models 27 | 28 | *We are still preparing the models! Stay tuned.* 29 | -------------------------------------------------------------------------------- /acl2020cascade/data/README.md: -------------------------------------------------------------------------------- 1 | # ASNQ Train / Dev / Test Splits 2 | 3 | In this directory, we report the train, dev, and test split questions from ASNQ used in our paper. 4 | To obtain the actual data, visit [the TANDA repository](https://github.com/alexa/wqa_tanda). 5 | -------------------------------------------------------------------------------- /acl2020cascade/data/unique.dev: -------------------------------------------------------------------------------- 1 | what purpose did seasonal monsoon winds have on trade 2 | when is the next deadpool movie being released 3 | which mode is used for short wave broadcast service 4 | the south west wind blows across nigeria between 5 | what does hp mean in war and order 6 | who wrote the first declaration of human rights 7 | how many episodes are there in 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of what 1326 | who is currently serving as president of the senate 1327 | first dynasty to issue gold coins in india 1328 | where did the crown of thorns starfish come from 1329 | where does what in the sam hill come from 1330 | when does the chinese new year begin and end 1331 | the era of the great mughals began with the accession of 1332 | what parts make up the peripheral nervous system 1333 | what is the source of electrons during photosynthesis 1334 | when is the new season of wentworth coming out 1335 | what is the idle line voltage in australia 1336 | character in macbeth who is murdered and appears as a ghost 1337 | -------------------------------------------------------------------------------- /arxiv2021mgqa/README.md: -------------------------------------------------------------------------------- 1 | # Multilingual GenQA 2 | 3 | This directory contains data multilingual question answering. 4 | 5 | ## License 6 | 7 | The documentation, including the shared data and models, is made available under the Creative Commons Attribution-ShareAlike 3.0 Unported License. See the LICENSE file. 8 | -------------------------------------------------------------------------------- /arxiv2021mgqa/manuscript.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amazon-science/wqa-cascade-transformers/50ff0adc7ce2f9145edcaad9dde93f725c14197c/arxiv2021mgqa/manuscript.pdf --------------------------------------------------------------------------------