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ServiceNow IA recherche
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Centering Knowledge Along the Responsible LLM Supply Chain: An Empirical Study & Multi-Stakeholder Taxonomy
Framing LLMs as products of complex supply chains rather than monolithic entities facilitates the creation of nuanced approaches to …
Agathe Balayn
,
Fanny Rancourt
,
Fabio Casati
,
Ujwal Gadiraju
Computer-Supported Cooperative Work and Social Computing (CSCW), 2026.
Citation
Privileged Information Distillation for Language Models
Training-time privileged information (PI) can enable language models to succeed on tasks they would otherwise fail, making it a …
Emiliano Penaloza
,
Dheeraj Vattikonda
,
Nicolas Gontier
,
Alexandre Lacoste
,
Laurent Charlin
,
Massimo Caccia
International Conference on Machine Learning (ICML), 2026.
Article
Citation
GitChameleon: Evaluating AI Code Generation Against Python Library Version Incompatibilities
The rapid evolution of software libraries presents a significant challenge for code generation models, which must adapt to frequent …
Nizar Islah
,
Justine Gehring
,
Diganta Misra
,
Eilif Muller
,
Irina Rish
,
Eilif Benjamin Muller
,
Massimo Caccia
Annual Meeting of the Association for Computational Linguistics (ACL), 2026.
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Societal Alignment Frameworks Can Improve LLM Alignment
Recent progress in large language models (LLMs) has focused on producing responses that meet human expectations and align with shared …
Karolina Stanczak
,
Nicholas Meade
,
Mehar Bhatia
,
Hattie Zhou
,
Konstantin Böttinger
,
Jeremy Barns
,
Jason Stanley
,
Nicolas Papernot
,
Nicolas Chapados
,
Denis Therien
,
Timothy P Lillicrap
,
Ana Marasovic
,
Sylvie Delacroix
,
Gillian K Hadfield
,
Siva Reddy
ACM Conference on Fairness, Accountability, and Transparency, 2026.
Article
Citation
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA
Iterative RAG for multi-hop question answering faces challenges with lengthy contexts and the buildup of irrelevant information. This …
Rishabh Maheshwary
,
Masoud Hashemi
,
Khyati Mahajan
,
Shiva Krishna Reddy Malay
,
Sai Rajeswar Mudumba
,
Sathwik Madhusudhan
,
Spandana Gella
,
Vikas Yadav
Language Resources and Evaluation Conference, 2026.
Article
Citation
DRBench: A Realistic Benchmark for Enterprise Deep Research
We introduce DRBench, a benchmark for evaluating AI agents on complex, open-ended deep research tasks in enterprise settings. Unlike …
Amirhossein Abaskohi
,
Tianyi Chen
,
Miguel Muñoz-Mármol
,
Curtis Fox
,
Amrutha Ramesh
,
Étienne Marcotte
,
Xing Han Lu
,
Nicolas Chapados
,
Spandana Gella
,
Christopher Pal
,
Alexandre Drouin
,
Issam H. Laradji
International Conference on Learning Representations, 2026.
Article
Citation
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Grounding Computer Use Agents on Human Demonstrations
Building reliable computer-use agents requires grounding: accurately connecting natural language instructions to the correct on-screen …
Aarash Feizi
,
Shravan Nayak
,
Xiangru Jian
,
Kevin Qinghong Lin
,
Kaixin Li
,
Rabiul Awal
,
Xing Han Lu
,
Johan Obando
,
Juan A. Rodriguez
,
Nicolas Chapados
,
David Vazquez
,
Adriana Romero Soriano
,
Reihaneh Rabbany
,
Perouz Taslakian
,
Christopher Pal
,
Spandana Gella
,
Sai Rajeswar Mudumba
International Conference on Learning Representations, 2026.
Article
Citation
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No, of Course I Can! Deeper Fine-Tuning Attacks That Bypass Token-Level Safety Mechanisms
Leading language model (LM) providers like OpenAI and Anthropic allow customers to fine-tune frontier LMs for specific use cases. To …
Joshua Kazdan
,
Abhay Puri
,
Rylan Schaeffer
,
Lisa Yu
,
Chris Cundy
,
Jason Stanley
,
Sanmi Koyejo
,
Krishnamurthy (Dj) Dvijotham
International Conference on Learning Representations, 2026.
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Learning a Spatial Partitioning and its Causal Relations from Temporal Data
Scientific research often seeks to understand the causal structure underlying high-level variables in a system. For example, climate …
Philippe Brouillard
,
Sébastien Lachapelle
,
Julia Kaltenborn
,
Yaniv Gurwicz
,
Dhanya Sridhar
,
Alexandre Drouin
,
Peer Nowack
,
Jakob Runge
,
David Rolnick
Causal Learning and Reasoning (CLeaR), 2026.
Article
Citation
StarFlow: Generating Structured Workflow Outputs From Sketch Images
Workflows are a fundamental component of automation in enterprise platforms, enabling the orchestration of tasks, data processing, and …
Patrice Béchard
,
Chao Wang
,
Juan A. Rodriguez
,
Amirhossein Abaskohi
,
Christopher Pal
,
David Vazquez
,
Spandana Gella
,
Sai Rajeswar Mudumba
,
Perouz Taslakian
European Chapter of the Association for Computational Linguistics (EACL), 2026.
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