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

17 April 2024

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

21 / 21 papers shown

Title
ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data Chengsen Wang Qi Qi Zhongwen Rao Lujia Pan Jingyu Wang Jianxin Liao AI4TS 19 0 0 15 May 2025
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Patara Trirat Jae-Gil Lee 15 0 0 15 May 2025
Refining Time Series Anomaly Detectors using Large Language Models Alan Yang Yulin Chen Sean Lee Venus Montes AI4TS 35 0 0 26 Mar 2025
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data Paul Quinlan Qingguo Li Xiaodan Zhu AI4TS LRM 61 0 0 13 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 134 3 0 04 Mar 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement Yaxuan Kong Yiyuan Yang Yoontae Hwang Wenjie Du Stefan Zohren Zhangyang Wang Ming Jin Qingsong Wen AI4TS 69 2 0 26 Feb 2025
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Y. Liu Qingsong Wen AI4TS LRM 78 3 0 03 Feb 2025
ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data Chengsen Wang Q. Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Lei Zhang Jianxin Liao AI4TS 74 13 0 16 Dec 2024
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 88 7 0 09 Nov 2024
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers Jiaxin Zhuang Leon Yan Zhenwei Zhang Ruiqi Wang Jiawei Zhang Yuantao Gu AI4TS 31 8 0 04 Nov 2024
XForecast: Evaluating Natural Language Explanations for Time Series Forecasting Taha Aksu Chenghao Liu Amrita Saha Sarah Tan Caiming Xiong Doyen Sahoo AI4TS 23 1 0 18 Oct 2024
TimeSeriesExam: A time series understanding exam Yifu Cai Arjun Choudhry Mononito Goswami Artur Dubrawski ELM AI4TS 32 10 0 18 Oct 2024
Multi-Step Time Series Inference Agent for Reasoning and Automated Task Execution Wen Ye Yizhou Zhang Wei Yang Lumingyuan Tang Defu Cao Jie Cai Yan Liu BDL CoGe AI4TS 38 2 0 05 Oct 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 30 0 0 03 Oct 2024
Towards Time Series Reasoning with LLMs Winnie Chow Lauren Gardiner Haraldur T. Hallgrímsson Maxwell A. Xu Shirley You Ren AI4TS LRM 31 7 0 17 Sep 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 44 45 0 22 Jun 2024
SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems Patrick Emami Zhaonan Li Saumya Sinha Truc Nguyen 50 1 0 30 May 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 38 15 0 29 Feb 2024
Large Language Models for Time Series: A Survey Xiyuan Zhang Ranak Roy Chowdhury Rajesh K. Gupta Jingbo Shang AI4TS 82 55 0 02 Feb 2024
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 37 21 0 03 Nov 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 295 2,232 0 22 Mar 2023