ServiceNow AI Research

Generative AI

WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
We study the use of large language model-based agents for interacting with software via web browsers. Unlike prior work, we focus on …
Workshop at the International Conference of Learning Representation (ICLR),  2024.
PDF Cite Code Video
Workflow discovery in low data regimes
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 …
International Conference of Learning Representations (ICLR),  2024.
PDF Cite Code
Language Decision Transformers with Exponential Tilt for Interactive Text Environments
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 …
ArXiv,  2024.
PDF Cite
LitLLM: A Toolkit for Scientific Literature Review
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 …
ArXiv,  2024.
PDF Cite Code
MixSumm: Topic-based Data Augmentation using LLMs for Low-resource Extractive Text Summarization
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 …
ArXiv,  2024.
PDF Cite
NNetscape Navigator: Complex Demonstrations for Web Agents Without a Demonstrator
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 …
ArXiv,  2024.
PDF Cite Code
StarCoder 2 and The Stack v2: The Next Generation
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.
PDF Cite Code Video
StarVector: Generating Scalable Vector Graphics Code from Images and Text
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 …
ArXiv,  2024.
PDF Cite
TapeAgents: a Holistic Framework for Agent Development and Optimization
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 …
ArXiv,  2024.
PDF Cite Code Video
The BigCode Project Governance Card
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 …
ArXiv,  2024.
PDF Cite