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ServiceNow AI Research
Natural Language Processing
Context is Key: A Benchmark for Forecasting with Essential Textual Information
Forecasting is a critical task in decision-making across numerous domains. While historical numerical data provide a start, they fail …
Andrew Williams
,
Arjun Ashok
,
Étienne Marcotte
,
Valentina Zantedeschi
,
Jithendaraa Subramanian
,
Roland Riachi
,
James Requeima
,
Alexandre Lacoste
,
Irina Rish
,
Nicolas Chapados
,
Alexandre Drouin
International Conference on Machine Learning (ICML), 2025.
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Video
StarVector: Generating Scalable Vector Graphics Code from Images and Text
Scalable Vector Graphics (SVGs) are vital for modern image rendering due to their scalability and versatility. Previous SVG generation …
Juan A. Rodriguez
,
Abhay Puri
,
Shubham Agarwal
,
Issam H. Laradji
,
Pau Rodriguez
,
Sai Rajeswar Mudumba
,
David Vazquez
,
Christopher Pal
,
Marco Pedersoli
Computer Vision and Pattern Recognition (CVPR), 2025.
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Video
BigDocs: An Open and Permissively-Licensed Dataset for Training Multimodal Models on Document and Code Tasks
Multimodal AI has the potential to significantly enhance document-understanding tasks, such as processing receipts, understanding …
Juan A. Rodriguez
,
Xiangru Jian
,
Siba Smarak Panigrahi
,
Tianyu Zhang
,
Aarash Feizi
,
Abhay Puri
,
Akshay Kalkunte
,
Francois Savard
,
Ahmed Masry
,
Shravan Nayak
,
Rabiul Awal
,
Mahsa Massoud
,
Amirhossein Abaskohi
,
Zichao Li
,
Suyuchen Wang
,
Pierre-André Noël
,
Mats L. Richter
,
Saverio Vadacchino
,
Shubham Agarwal
,
Sanket Biswas
,
Sara Shanian
,
Ying Zhang
,
Sathwik Tejaswi Madhusudhan
,
João Monteiro
,
Krishnamurthy (Dj) Dvijotham
,
Torsten Scholak
,
Nicolas Chapados
,
Sepideh Kharaghani
,
Sean Hughes
,
Tamer Özsu
,
Siva Reddy
,
Marco Pedersoli
,
Yoshua Bengio
,
Christopher Pal
,
Issam H. Laradji
,
Spandana Gella
,
Perouz Taslakian
,
David Vazquez
,
Sai Rajeswar Mudumba
International Conference of Learning Representations (ICLR), 2025.
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Code
Video
InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation
Data analytics is essential for extracting valuable insights from data that can assist organizations in making effective decisions. We …
Gaurav Sahu
,
Abhay Puri
,
Juan A. Rodriguez
,
Amirhossein Abaskohi
,
Mohammad (Aaron) Chegini
,
Alexandre Drouin
,
Perouz Taslakian
,
Valentina Zantedeschi
,
Alexandre Lacoste
,
David Vazquez
,
Nicolas Chapados
,
Christopher Pal
,
Sai Rajeswar Mudumba
,
Issam H. Laradji
International Conference of Learning Representations (ICLR), 2025.
PDF
Cite
Code
StarVector: Generating Scalable Vector Graphics Code from Images and Text
Scalable Vector Graphics (SVGs) are vital for modern image rendering due to their scalability and versatility. Previous SVG generation …
Juan A. Rodriguez
,
Abhay Puri
,
Shubham Agarwal
,
Issam H. Laradji
,
Pau Rodriguez
,
Sai Rajeswar Mudumba
,
David Vazquez
,
Christopher Pal
,
Marco Pedersoli
AAAI Demos, 2025.
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Cite
Video
BigDocs: A Permissively-Licensed Dataset for Training Vision-Language Models on Document and Code Tasks
Vision and language models that can accurately understand both images and text are crucial for deeper document understanding. These …
Juan A. Rodriguez
,
Xiangru Jian
,
Siba Smarak Panigrahi
,
Tianyu Zhang
,
Aarash Feizi
,
Abhay Puri
,
Akshay Kalkunte
,
Francois Savard
,
Amirhossein Abaskohi
,
Ahmed Masry
,
Shravan Nayak
,
Mahsa Massoud
,
Rabiul Awal
,
Pierre-André Noël
,
Mats L. Richter
,
Saverio Vadacchino
,
Shubham Agarwal
,
Sanket Biswas
,
Ying Zhang
,
Sathwik Tejaswi Madhusudhan
,
João Monteiro
,
Krishnamurthy (Dj) Dvijotham
,
Torsten Scholak
,
Nicolas Chapados
,
Sean Hughes
,
Tamer Özsu
,
Aishwarya Agrawal
,
Marco Pedersoli
,
Christopher Pal
,
Perouz Taslakian
,
David Vazquez
,
Issam H. Laradji
,
Spandana Gella
,
Sai Rajeswar Mudumba
Workshop at the Neural Information Processing Systems (NeurIPS), 2024.
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Code
Video
Context is Key: A Benchmark for Forecasting with Essential Textual Information
Forecasting is a critical task in decision making across various domains. While numerical data provides a foundation, it often lacks …
Andrew Williams
,
Arjun Ashok
,
Étienne Marcotte
,
Valentina Zantedeschi
,
Jithendaraa Subramanian
,
Roland Riachi
,
James Requeima
,
Alexandre Lacoste
,
Irina Rish
,
Nicolas Chapados
,
Alexandre Drouin
Workshop at the Neural Information Processing Systems (NeurIPS), 2024.
PDF
Cite
Code
Video
VCR: Visual Caption Restoration
We introduce Visual Caption Restoration (VCR), a novel vision-language task that challenges models to accurately restore partially …
Tianyu Zhang
,
Suyuchen Wang
,
Lu Li
,
Ge Zhang
,
Perouz Taslakian
,
Sai Rajeswar Mudumba
,
Jie Fu
,
Bang Liu
,
Yoshua Bengio
Workshop at the Neural Information Processing Systems (NeurIPS), 2024.
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Code
WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
The ability of large language models (LLMs) to mimic human-like intelligence has led to a surge in LLM-based autonomous agents. Though …
Léo Boisvert
,
Megh Thakkar
,
Maxime Gasse
,
Massimo Caccia
,
Thibault Le Sellier De Chezelles
,
Quentin Cappart
,
Nicolas Chapados
,
Alexandre Lacoste
,
Alexandre Drouin
NeurIPS Datasets and Benchmarks Track (NeurIPS Datasets), 2024.
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Code
Video
Context is Key: A Benchmark for Forecasting with Essential Textual Information
Forecasting is a critical task in decision making across various domains. While numerical data provides a foundation, it often lacks …
Andrew Williams
,
Arjun Ashok
,
Étienne Marcotte
,
Valentina Zantedeschi
,
Jithendaraa Subramanian
,
Roland Riachi
,
James Requeima
,
Alexandre Lacoste
,
Irina Rish
,
Nicolas Chapados
,
Alexandre Drouin
Foundation Models for Time Series, 2024.
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