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Forecasting weather and climate events is crucial for making appropriate measures to mitigate environmental hazards and minimize losses.
Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al. 2020 · 1901
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Measuring nominal scale agreement among many raters
Joseph L Fleiss. 1971 · 1971
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The origins of computer weather prediction and climate modeling
Peter Lynch. 2008 · 2008
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Definition, diagnosis, and origin of extreme weather and climate events
David B Stephenson, HF Diaz, and RJ Murnane. 2008 · 2008
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Atmosphere: a scientific history of air, weather, and climate
Michael Allaby. 2009 · 2009
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Weather forecasting and indigenous knowledge systems in chimanimani district of manicaland, zimbabwe
Joshua Risiro, Dominic Mashoko, T Tshuma, Doreen, and Elias Rurinda. 2012 · 2012
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Climate Science for Serving Society: research, modeling and prediction priorities
James W Hurrell. 2013 · 2013
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The quiet revolution of numerical weather prediction
Peter Bauer, Alan Thorpe, and Gilbert Brunet. 2015 · 2015
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Identifying robust communities and multi-community nodes by combining top-down and bottom-up approaches to clustering
Chris Gaiteri, Mingming Chen, Boleslaw Szymanski, Konstantin Kuzmin, Jierui Xie, Changkyu Lee, Timothy Blanche, Elias Chaibub Neto, Su-Chun Huang, Thomas Grabowski, et al. 2015 · 2015
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Prediction of precipitation based on recurrent neural networks in jingdezhen, jiangxi province, china
Jinle Kang, Huimin Wang, Feifei Yuan, Zhiqiang Wang, Jing Huang, and Tian Qiu. 2020 · 2020
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Sevir: A storm event imagery dataset for deep learning applications in radar and satellite meteorology
Mark Veillette, Siddharth Samsi, and Chris Mattioli. 2020 · 2020
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Deep learning-based effective fine-grained weather forecasting model
Pradeep Hewage, Marcello Trovati, Ella Pereira, and Ardhendu Behera. 2021 · 2021
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Solar radiation prediction using different machine learning algorithms and implications for extreme climate events
Liexing Huang, Junfeng Kang, Mengxue Wan, Lei Fang, Chunyan Zhang, and Zhaoliang Zeng. 2021 · 2021
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Neuralnere: Neural named entity relationship extraction for end-to-end climate change knowledge graph construction
Prakamya Mishra and Rohan Mittal. 2021 · 2021
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Learning transferable visual models from natural language supervision
Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, et al. 2021 · 2021
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Can deep learning beat numerical weather prediction?
Martin G Schultz, Clara Betancourt, Bing Gong, Felix Kleinert, Michael Langguth, Lukas Hubert Leufen, Amirpasha Mozaffari, and Scarlet Stadtler. 2021 · 2021
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Bridging video-text retrieval with multiple choice questions
Yuying Ge, Yixiao Ge, Xihui Liu, Dian Li, Ying Shan, Xiaohu Qie, and Ping Luo. 2022 · 2022
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Large language models are zero-shot reasoners
Takeshi Kojima, Shixiang Shane Gu, Machel Reid, Yutaka Matsuo, and Yusuke Iwasawa. 2022 · 2022
Cited alongside, same era.
Increased moist heat stress risk across China under warming climate
Shuai Sun et al. 2022 · 2022
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Towards fine-grained classification of climate change related social media text
Roopal Vaid, Kartikey Pant, and Manish Shrivastava. 2022 · 2022
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Subeventwriter: Iterative sub-event sequence generation with coherence controller
Zhaowei Wang, Hongming Zhang, Tianqing Fang, Yangqiu Song, Ginny Wong, and Simon See. 2022 · 2022
Cited alongside, same era.
The history of uk weather forecasting: the changing role of the central guidance forecaster. part 1: the pre-computer era
Martin V Young and Nick S Grahame. 2022 · 2022
Cited alongside, same era.
Mantis: Interleaved multi-image instruction tuning
Dongfu Jiang, Xuan He, Huaye Zeng, Cong Wei, Max Ku, Qian Liu, and Wenhu Chen. 2024 · 2024
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Digital typhoon: Long-term satellite image dataset for the spatio-temporal modeling of tropical cyclones
Asanobu Kitamoto, Jared Hwang, Bastien Vuillod, Lucas Gautier, Yingtao Tian, and Tarin Clanuwat. 2024 · 2024
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Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the mediterranean
Spyridon Kondylatos, Ioannis Prapas, Gustau Camps-Valls, and Ioannis Papoutsis. 2024 · 2024
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Llava-next: Improved reasoning, ocr, and world knowledge
Haotian Liu, Chunyuan Li, Yuheng Li, Bo Li, Yuanhan Zhang, Sheng Shen, and Yong Jae Lee. 2024 · 2024
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Deepseek-vl: towards real-world vision-language understanding
Haoyu Lu, Wen Liu, Bo Zhang, Bingxuan Wang, Kai Dong, Bo Liu, Jingxiang Sun, Tongzheng Ren, Zhuoshu Li, Yaofeng Sun, et al. 2024 · 2024
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Gabriele Accarino, Donatello Elia, Davide Donno, Francesco Immorlano, and Giovanni Aloisio. 2023 · 2023
Cited alongside, same era.
Accurate medium-range global weather forecasting with 3d neural networks
Kaifeng Bi, Lingxi Xie, Hengheng Zhang, Xin Chen, Xiaotao Gu, and Qi Tian. 2023 · 2023
Cited alongside, same era.
Time-llm: Time series forecasting by reprogramming large language models
Ming Jin, Shiyu Wang, Lintao Ma, Zhixuan Chu, James Y Zhang, Xiaoming Shi, Pin-Yu Chen, Yuxuan Liang, Yuan-Fang Li, Shirui Pan, et al. 2023 · 2023
Cited alongside, same era.
Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models
Junnan Li, Dongxu Li, Silvio Savarese, and Steven Hoi. 2023 · 2023
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Visual instruction tuning
Haotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee. 2023 · 2023
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Gemini: a family of highly capable multimodal models
Gemini Team, Rohan Anil, Sebastian Borgeaud, Yonghui Wu, Jean-Baptiste Alayrac, Jiahui Yu, Radu Soricut, Johan Schalkwyk, Andrew M Dai, Anja Hauth, et al. 2023 · 2023
Cited alongside, same era.
Next-gpt: Any-to-any multimodal llm
Shengqiong Wu, Hao Fei, Leigang Qu, Wei Ji, and Tat-Seng Chua. 2023 · 2023
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Weatherqa: Can multimodal language models reason about severe weather?
Chengqian Ma, Zhanxiang Hua, Alexandra Anderson-Frey, Vikram Iyer, Xin Liu, and Lianhui Qin. 2024 · 2024
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What are the heat exhaustion and heatstroke symptoms?
Michelle Roberts. 2023 · 2024
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Cambrian-1: A fully open, vision-centric exploration of multimodal llms
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Abspyramid: Benchmarking the abstraction ability of language models with a unified entailment graph
Zhaowei Wang, Haochen Shi, Weiqi Wang, Tianqing Fang, Hongming Zhang, Sehyun Choi, Xin Liu, and Yangqiu Song. 2024c · 2024
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Wisers: best media monitoring
Wisers. 2024 · 2024
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Seasonality and climate modes influence the temporal clustering of unique atmospheric rivers in the western us
Zhiqi Yang, Michael J DeFlorio, Agniv Sengupta, Jiabao Wang, Christopher M Castellano, Alexander Gershunov, Kristen Guirguis, Emily Slinskey, Bin Guan, Luca Delle Monache, et al. 2024 · 2024
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Anygpt: Unified multimodal llm with discrete sequence modeling
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Anthropic. claude 3.5 sonnet model card addendum
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Janus-pro: Unified multimodal understanding and generation with data and model scaling
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Hello gpt-4o
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Qwen2.5-vl
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The era5 global reanalysis
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