Language Models Still Struggle to Zero-shot Reason about Time Series

17 April 2024

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Papers citing "Language Models Still Struggle to Zero-shot Reason about Time Series"

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Title
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang Riza Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 411 4 0 04 Mar 2025
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 163 11 0 09 Nov 2024
From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities Wanpeng Zhang Zilong Xie Yicheng Feng Yijiang Li Xingrun Xing Sipeng Zheng Zongqing Lu MLLM 90 1 0 03 Oct 2024
SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems Patrick Emami Zhaonan Li Saumya Sinha Truc Nguyen 142 1 0 30 May 2024
Large Language Models for Time Series: A Survey Xiyuan Zhang Ranak Roy Chowdhury Rajesh K. Gupta Jingbo Shang AI4TS 123 67 0 02 Feb 2024
Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions Pengfei Hong Navonil Majumder Deepanway Ghosal Somak Aditya Rada Mihalcea Soujanya Poria LRM 90 4 0 17 Jan 2024
Filling the Image Information Gap for VQA: Prompting Large Language Models to Proactively Ask Questions Ziyue Wang Chi Chen Peng Li Yang Liu LRM 78 16 0 20 Nov 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 88 25 0 03 Nov 2023
The Generative AI Paradox: "What It Can Create, It May Not Understand" Peter West Ximing Lu Nouha Dziri Faeze Brahman Linjie Li ... Khyathi Chandu Benjamin Newman Pang Wei Koh Allyson Ettinger Yejin Choi AIMat 87 79 0 31 Oct 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 95 370 0 11 Oct 2023
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting Defu Cao Furong Jia Sercan O. Arik Tomas Pfister Yixiang Zheng Wen Ye Yan Liu AI4TS 82 135 0 08 Oct 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Yuxuan Liang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 121 415 0 03 Oct 2023
Can ChatGPT replace StackOverflow? A Study on Robustness and Reliability of Large Language Model Code Generation Li Zhong Zilong Wang ELM SILM 115 74 0 20 Aug 2023
ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram Jungwoo Oh Gyubok Lee Seongsu Bae Joon-Myoung Kwon Edward Choi 84 19 0 21 Jun 2023
Faith and Fate: Limits of Transformers on Compositionality Nouha Dziri Ximing Lu Melanie Sclar Xiang Lorraine Li Liwei Jian ... Sean Welleck Xiang Ren Allyson Ettinger Zaïd Harchaoui Yejin Choi ReLM LRM 167 386 0 29 May 2023
Large Language Models are Few-Shot Health Learners Xin Liu Daniel J. McDuff G. Kovács I. Galatzer-Levy Jacob Sunshine Jiening Zhan M. Poh Shun Liao P. Achille Shwetak N. Patel LM&MA AI4MH 121 115 0 24 May 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 571 4,925 0 17 Apr 2023
Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Zekun Li Shiyang Li Xifeng Yan AI4TS 89 58 0 01 Mar 2023
One Fits All:Power General Time Series Analysis by Pretrained LM Tian Zhou Peisong Niu Xue Wang Liang Sun Rong Jin AI4TS 141 434 0 23 Feb 2023
ReCode: Robustness Evaluation of Code Generation Models Shiqi Wang Zheng Li Haifeng Qian Cheng Yang Zijian Wang ... Parminder Bhatia Ramesh Nallapati M. K. Ramanathan Dan Roth Bing Xiang 68 89 0 20 Dec 2022
Robust Speech Recognition via Large-Scale Weak Supervision Alec Radford Jong Wook Kim Tao Xu Greg Brockman C. McLeavey Ilya Sutskever OffRL 216 3,750 0 06 Dec 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 128 162 0 20 Sep 2022
Do Androids Laugh at Electric Sheep? Humor "Understanding" Benchmarks from The New Yorker Caption Contest Jack Hessel Ana Marasović Jena D. Hwang Lillian Lee Jeff Da Rowan Zellers Robert Mankoff Yejin Choi VLM 95 91 0 13 Sep 2022
Truth-Conditional Captioning of Time Series Data Harsh Jhamtani Taylor Berg-Kirkpatrick AI4TS 60 8 0 05 Oct 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 67 118 0 30 Aug 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 238 5,675 0 07 Jul 2021
Redefining Wireless Communication for 6G: Signal Processing Meets Deep Learning with Deep Unfolding Anu Jagannath Jithin Jagannath Tommaso Melodia AI4TS 67 99 0 22 Apr 2020
Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019 Omer Berat Sezer M. U. Gudelek A. Ozbayoglu AI4TS 87 1,019 0 29 Nov 2019
Deep learning in agriculture: A survey A. Kamilaris F. Prenafeta-Boldú 88 3,017 0 31 Jul 2018