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A Case for Business Process-Specific Foundation Models

26 October 2022

Sadhana Kumaravel

Praveen Venkateswaran

Papers citing "A Case for Business Process-Specific Foundation Models"

24 / 24 papers shown

Title
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Wenhui Wang Hangbo Bao Li Dong Johan Bjorck Zhiliang Peng ... Kriti Aggarwal O. Mohammed Saksham Singhal Subhojit Som Furu Wei MLLM VLM ViT 148 644 0 22 Aug 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 174 1,309 0 04 May 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 162 588 0 01 Apr 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 184 1,498 0 25 Feb 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 333 349 0 02 Feb 2022
Synchromesh: Reliable code generation from pre-trained language models Gabriel Poesia Oleksandr Polozov Vu Le A. Tiwari Gustavo Soares Christopher Meek Sumit Gulwani 66 162 0 26 Jan 2022
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts Hangbo Bao Wenhui Wang Li Dong Qiang Liu Owais Khan Mohammed Kriti Aggarwal Subhojit Som Furu Wei VLM MLLM MoE 89 559 0 03 Nov 2021
Risks of AI Foundation Models in Education Su Lin Blodgett Michael A. Madaio UQCV 53 15 0 19 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 355 1,709 0 15 Oct 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 234 4,004 0 28 Jul 2021
Deep Reinforcement Learning for Resource Allocation in Business Processes Kamil Zbikowski Michal Ostapowicz P. Gawrysiak 23 9 0 29 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 990 29,871 0 26 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 459 3,901 0 11 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 137 1,761 0 05 Feb 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown Basel Alomair Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 509 1,953 0 14 Dec 2020
A Conversational Digital Assistant for Intelligent Process Automation Sadhana Kumaravel Vatche Isahagian S. Boag Y. Khazaeni Merve Unuvar Vinod Muthusamy Rania Y. Khalaf 60 33 0 27 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 889 42,463 0 28 May 2020
Detecting sudden and gradual drifts in business processes from execution traces Abderrahmane Maaradji Marlon Dumas M. Rosa Alireza Ostovar AI4TS 36 80 0 07 May 2020
D3BA: A Tool for Optimizing Business Processes Using Non-Deterministic Planning Tathagata Chakraborti Y. Khazaeni 61 14 0 08 Jan 2020
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 192 1,988 0 06 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
LSTM Networks for Data-Aware Remaining Time Prediction of Business Process Instances Nicoló Navarin B. Vincenzi Mirko Polato A. Sperduti AI4TS 42 91 0 10 Nov 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 833 11,952 0 09 Mar 2017
Predictive Business Process Monitoring with LSTM Neural Networks Niek Tax I. Verenich M. Rosa Marlon Dumas 54 450 0 07 Dec 2016