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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
International Conference of Learning Representations (ICLR), 2024.
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Language Decision Transformers with Exponential Tilt for Interactive Text Environments
Text-based game environments are challenging because agents must deal with long sequences of text, execute compositional actions using …
Nicolas Gontier
,
Pau Rodriguez
,
Issam H. Laradji
,
David Vazquez
,
Christopher Pal
ArXiv, 2024.
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LitLLM: A Toolkit for Scientific Literature Review
Literature reviews are an essential component of scientific research. We explore the zero-shot abilities of recent large language …
Shubham Agarwal
,
Abhay Puri
,
Issam H. Laradji
,
Laurent Charlin
,
Christopher Pal
ArXiv, 2024.
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MixSumm: Topic-based Data Augmentation using LLMs for Low-resource Extractive Text Summarization
Low-resource extractive text summarization is a vital but heavily underexplored area of research. Prior literature either focuses on …
Issam H. Laradji
,
Gaurav Sahu
ArXiv, 2024.
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NNetscape Navigator: Complex Demonstrations for Web Agents Without a Demonstrator
We introduce NNetscape Navigator (NNetnav), a method for training web agents entirely through synthetic demonstrations. These …
Shikhar Murty
,
Dzmitry Bahdanau
,
Chris Manning
ArXiv, 2024.
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StarCoder 2 and The Stack v2: The Next Generation
The BigCode project, an open-scientific collaboration focused on the responsible development of Large Language Models for Code (Code …
Anton Lozhkov
,
Raymond Li
,
Loubna Ben Allal
,
Federico Cassano
,
Joel Lamy Poirier
,
Nouamane Tazi
,
Ao Tang
,
Dmytro Pykhtar
,
Jiawei Liu
,
Yuxiang Wei
,
Tianyang Liu
,
Max Tian
,
Denis Kocetkov
,
Arthur Zucker
,
Younes Belkada
,
Zijian Wang
,
Dmitry Abulkhanov
,
Indraneil Paul
,
Zhuang Li
,
Wen-Ding Li
,
Megan Risdal
,
Jia Li
,
Terry Yue Zhuo
,
Nii Osae Osae Dade
,
Lucas Krauß
,
Naman Jain
,
Yixuan Su
,
Xuanli He
,
Edoardo Abati
,
Yekun Chai
,
Xiangru Tang
,
Christopher Akiki
,
Chenghao Mou
,
Binyuan Hui
,
Nicolas Patry
,
Canwen Xu
,
Julian McAuley
,
Han Hu
,
Torsten Scholak
,
Sébastien Paquet
,
Jennifer Robinson
,
Carolyn Jane Anderson
,
Nicolas Chapados
,
Mostofa Patwary
,
Nima Tajbakhsh
,
Yacine Jernite
,
Carlos Muñoz Ferrandis
,
Lingming Zhang
,
Sean Hughes
,
Thomas Wolf
,
Arjun Guha
,
Leandro von Werra
,
Harm de Vries
,
Alex Gu
,
Armel Zebaze
,
Evgenii Zheltonozhskii
,
Jian Zhu
,
Manan Dey
,
Marc Marone
,
Mayank Mishra
,
Muhtasham Oblokulov
,
Olivier Dehaene
,
Qian Liu
,
Tri Dao
,
Wenhao Yu
,
Niklas Muennighoff
ArXiv, 2024.
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Vidéo
StarVector: Generating Scalable Vector Graphics Code from Images and Text
Scalable Vector Graphics (SVGs) have become integral in modern image rendering and graphic design applications due to their infinite …
Juan A. Rodriguez
,
Shubham Agarwal
,
Abhay Puri
,
Issam H. Laradji
,
Sai Rajeswar Mudumba
,
Pau Rodriguez
,
David Vazquez
,
Christopher Pal
,
Marco Pedersoli
ArXiv, 2024.
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TapeAgents: a Holistic Framework for Agent Development and Optimization
We present TapeAgents, an agent framework that leverages a structured, replayable log (tape) of the agent session to facilitate all …
Dzmitry Bahdanau
,
Nicolas Gontier
,
Gabriel Huang
,
Ehsan Kamalloo
,
Rafael Pardinas
,
Alexandre Piche
,
Torsten Scholak
,
Oleh Shliazhko
,
Jordan Prince Tremblay
,
Karam Ghanem
,
Soham Parikh
,
Mitul Tiwari
,
Quaizar Vohra
ArXiv, 2024.
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The BigCode Project Governance Card
This document serves as an overview of the different mechanisms and areas of governance in the BigCode project. It aims to support …
Sean Hughes
,
Harm de Vries
,
Jennifer Robinson
,
Carlos Muñoz Ferrandis
,
Loubna Ben Allal
,
Leandro von Werra
,
Jennifer Ding
,
Sébastien Paquet
,
Yacine Jernite
ArXiv, 2024.
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Capture the Flag: Uncovering Data Insights with Large Language Models
The extraction of a small number of relevant insights from vast amounts of data is a crucial component of data-driven decision-making. …
Issam H. Laradji
,
Perouz Taslakian
,
Sai Rajeswar Mudumba
,
Valentina Zantedeschi
,
Alexandre Lacoste
,
Nicolas Chapados
,
David Vazquez
,
Christopher Pal
,
Alexandre Drouin
Workshop at the Neural Information Processing Systems (NeurIPS), 2023.
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