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Generative AI
Workflow discovery in low data regimes
Text-based dialogues are now widely used to solve real-world problems. In cases where solution strategies are already known, they can …
Amine El Hattami
,
Issam H. Laradji
,
Stefania Raimondo
,
David Vazquez
,
Pau Rodriguez
,
Christopher Pal
Workshop at the International Conference on Machine Learning (ICML), 2023.
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StarCoder: may the source be with you!
The BigCode community, an open-scientific collaboration working on the responsible development of Large Language Models for Code (Code …
Raymond Li
,
Loubna Ben Allal
,
Yangtian Zi
,
Niklas Muennighoff
,
Denis Kocetkov
,
Chenghao Mou
,
Marc Marone
,
Christopher Akiki
,
Jia Li
,
Jenny Chim
,
Qian Liu
,
Evgenii Zheltonozhskii
,
Terry Yue Zhuo
,
Thomas Wang
,
Olivier Dehaene
,
Mishig Davaadorj
,
Joel Lamy Poirier
,
João Monteiro
,
Oleh Shliazhko
,
Nicolas Gontier
,
Nicholas Meade
,
Armel Zebaze
,
Ming-Ho Yee
,
Logesh Kumar Umapathi
,
Jian Zhu
,
Benjamin Lipkin
,
Muhtasham Oblokulov
,
Zhiruo Wang
,
Rudra Murthy
,
Jason Stillerman
,
Siva Sankalp Patel
,
Dmitry Abulkhanov
,
Marco Zocca
,
Manan Dey
,
Zhihan Zhang
,
Nour Fahmy
,
Urvashi Bhattacharyya
,
Wenhao Yu
,
Swayam Singh
,
Sasha Luccioni
,
Paulo Villegas
,
Maxim Kunakov
,
Fedor Zhdanov
,
Manuel Romero
,
Tony Lee
,
Nadav Timor
,
Jennifer Ding
,
Claire Schlesinger
,
Hailey Schoelkopf
,
Jan Ebert
,
Tri Dao
,
Mayank Mishra
,
Alex Gu
,
Jennifer Robinson
,
Carolyn Jane Anderson
,
Brendan Dolan-Gavitt
,
Danish Contractor
,
Siva Reddy
,
Daniel Fried
,
Dzmitry Bahdanau
,
Yacine Jernite
,
Carlos Muñoz Ferrandis
,
Sean Hughes
,
Thomas Wolf
,
Arjun Guha
,
Leandro von Werra
,
Harm de Vries
ArXiv, 2023.
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MAPL: Parameter-Efficient Adaptation of Unimodal Pre-Trained Models for Vision-Language Few-Shot Prompting
Large pre-trained models have proved to be remarkable zero- and (prompt-based) few-shot learners in unimodal vision and language tasks. …
Oscar Manas
,
Pau Rodriguez
,
Saba Ahmadi
,
Aida Nematzadeh
,
Yash Goyal
,
Aishwarya Agrawal
European Chapter of the Association for Computational Linguistics (EACL), 2023.
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The StatCan Dialogue Dataset: Retrieving Data Tables through Conversations with Genuine Intents
We introduce the StatCan Dialogue Dataset consisting of 4967 conversations between agents working at Statistics Canada and online users …
Xing Han Lu
,
Siva Reddy
,
Harm de Vries
European Chapter of the Association for Computational Linguistics (EACL), 2023.
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FigGen: Text to Scientific Figure Generation
The generative modeling landscape has experienced tremendous growth in recent years, particularly in generating natural images and art. …
Juan A. Rodriguez
,
David Vazquez
,
Issam H. Laradji
,
Marco Pedersoli
,
Pau Rodriguez
International Conference of Learning Representations (ICLR), 2023.
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SantaCoder: don't reach for the stars!
The BigCode project is an open-scientific collaboration working on the responsible development of large language models for code. This …
Harm de Vries
,
Raymond Li
,
Joel Lamy Poirier
,
Dzmitry Bahdanau
,
Denis Kocetkov
,
Sean Hughes
Workshop at the International Conference on Learning Representations (ICLR), 2023.
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Leveraging Human Preferences to Master Poetry
Large language models have been fine-tuned to learn poetry via supervised learning on a dataset containing relevant examples. However, …
Rafael Pardinas
,
Gabriel Huang
,
David Vazquez
,
Alexandre Piche
AAAI Workshops, 2023.
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Workflow discovery in low data regimes
Text-based dialogues are now widely used to solve real-world problems. In cases where solution strategies are already known, they can …
Amine El Hattami
,
Issam H. Laradji
,
Stefania Raimondo
,
David Vazquez
,
Pau Rodriguez
,
Christopher Pal
Transactions on Machine Learning Research, 2023.
PDF
Cite
OCR-VQGAN: Taming Text-within-Image Generation
Synthetic image generation has recently experienced significant improvements in domains such as natural image or art generation. …
Juan A. Rodriguez
,
David Vazquez
,
Marco Pedersoli
,
Issam H. Laradji
,
Pau Rodriguez
Winter Conference on Applications of Computer Vision (WACV), 2023.
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Code
Haptics-based Curiosity for Sparse-reward Tasks
Robots in many real-world settings have access to force/torque sensors in their gripper and tactile sensing is often necessary in tasks …
Sai Rajeswar
,
Cyril Ibrahim
,
Nitin Surya
,
Florian Golemo
,
David Vazquez
,
Aaron Courville
,
Pedro O. Pinheiro
Conference on Robot Learning (CoRL), 2022.
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Code
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