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Learning from Self-Sampled Correct and Partially-Correct Programs


May 28, 2022
Ansong Ni, Jeevana Priya Inala, Chenglong Wang, Oleksandr Polozov, Christopher Meek, Dragomir Radev, Jianfeng Gao

* 15 pages 

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PaLM: Scaling Language Modeling with Pathways


Apr 19, 2022
Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, Parker Schuh, Kensen Shi, Sasha Tsvyashchenko, Joshua Maynez, Abhishek Rao, Parker Barnes, Yi Tay, Noam Shazeer, Vinodkumar Prabhakaran, Emily Reif, Nan Du, Ben Hutchinson, Reiner Pope, James Bradbury, Jacob Austin, Michael Isard, Guy Gur-Ari, Pengcheng Yin, Toju Duke, Anselm Levskaya, Sanjay Ghemawat, Sunipa Dev, Henryk Michalewski, Xavier Garcia, Vedant Misra, Kevin Robinson, Liam Fedus, Denny Zhou, Daphne Ippolito, David Luan, Hyeontaek Lim, Barret Zoph, Alexander Spiridonov, Ryan Sepassi, David Dohan, Shivani Agrawal, Mark Omernick, Andrew M. Dai, Thanumalayan Sankaranarayana Pillai, Marie Pellat, Aitor Lewkowycz, Erica Moreira, Rewon Child, Oleksandr Polozov, Katherine Lee, Zongwei Zhou, Xuezhi Wang, Brennan Saeta, Mark Diaz, Orhan Firat, Michele Catasta, Jason Wei, Kathy Meier-Hellstern, Douglas Eck, Jeff Dean, Slav Petrov, Noah Fiedel


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Synchromesh: Reliable code generation from pre-trained language models


Jan 26, 2022
Gabriel Poesia, Oleksandr Polozov, Vu Le, Ashish Tiwari, Gustavo Soares, Christopher Meek, Sumit Gulwani

* 10 pages, 9 additional pages of Appendix 

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KaggleDBQA: Realistic Evaluation of Text-to-SQL Parsers


Jun 22, 2021
Chia-Hsuan Lee, Oleksandr Polozov, Matthew Richardson

* Published as a conference paper at ACL-IJCNLP 2021 

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Programming Puzzles


Jun 10, 2021
Tal Schuster, Ashwin Kalyan, Oleksandr Polozov, Adam Tauman Kalai

* The puzzles repo: https://github.com/microsoft/PythonProgrammingPuzzles 

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Structure-Grounded Pretraining for Text-to-SQL


Oct 24, 2020
Xiang Deng, Ahmed Hassan Awadallah, Christopher Meek, Oleksandr Polozov, Huan Sun, Matthew Richardson


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Neuro-Symbolic Visual Reasoning: Disentangling "Visual" from "Reasoning"


Jun 30, 2020
Saeed Amizadeh, Hamid Palangi, Oleksandr Polozov, Yichen Huang, Kazuhito Koishida

* To be published in Proceedings of the 37th International Conference on Machine Learning (ICML), Vienna, Austria, PMLR 119, 2020 

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RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers


Nov 10, 2019
Bailin Wang, Richard Shin, Xiaodong Liu, Oleksandr Polozov, Matthew Richardson

* arXiv admin note: text overlap with arXiv:1906.11790 

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