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Public and private actors struggle to assess the vast amounts of information about sustainability commitments made by various institutions.
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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Roberta: A robustly optimized bert pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
Earlier work this paper cites.
Distilbert, a distilled version of bert: smaller, faster, cheaper and lighter
Victor Sanh, Lysandre Debut, Julien Chaumond, and Thomas Wolf. 2020 · 1910
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Climatext: A dataset for climate change topic detection
Francesco S. Varini, Jordan Boyd-Graber, Massimiliano Ciaramita, and Markus Leippold. 2021 · 2012
Earlier work this paper cites.
SQuAD: 100,000+ questions for machine comprehension of text
Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, and Percy Liang. 2016 · 2016
Earlier work this paper cites.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Earlier work this paper cites.
Training a single ai model can emit as much carbon as five cars in their lifetimes
Karen Hao. 2019 · 2019
Earlier work this paper cites.
Language models are unsupervised multitask learners
Alec Radford, Jeff Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever. 2019 · 2019
Cited alongside, same era.
Wave of net zero emission targets opens window to meeting the paris agreement
Niklas Höhne, Matthew Gidden, Michel den Elzen, Frederic Hans, Claire Fyson, Andreas Geiges, Louise Jeffery, Sofia Gonzales-Zuñiga, Silke Mooldijk, William Hare, and Joeri Rogelj. 2021 · 2021
Cited alongside, same era.
The meaning of net zero and how to get it right
Sam Fankhauser, Stephen M. Smith, Myles Allen, Kaya Axelsson, Thomas Hale, Cameron Hepburn, J. Michael Kendall, Radhika Khosla, Javier Lezaun, Eli Mitchell-Larson, Michael Obersteiner, Lavanya Rajamani, Rosalind Rickaby, Nathalie Seddon, and Thom Wetzer. 2022 · 2022
Cited alongside, same era.
Ask BERT: How Regulatory Disclosure of Transition and Physical Climate Risks Affects the CDS Term Structure*
Julian F Kölbel, Markus Leippold, Jordy Rillaerts, and Qian Wang. 2022 · 2022
Cited alongside, same era.
Training language models to follow instructions with human feedback
Long Ouyang, Jeffrey Wu, Xu Jiang, Diogo Almeida, Carroll Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et al. 2022 · 2022
Climatebert: A pretrained language model for climate-related text
Nicolas Webersinke, Mathias Kraus, Julia Bingler, and Markus Leippold. 2022 · 2022
Later among the works it cites.
Corporate sustainability reporting
EU. 2023 · 2023
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Meta-analysis on necessary investment shifts to reach net zero pathways in Europe
Lena Klaassen and Bjarne Steffen. 2023 · 2023
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Net zero tracker
John Lang, Camilla Hyslop, Zhi Yi Yeo, Richard Black, Thomas Hale Peter Chalkley, Frederic Hans, Nick Hay, Niklas Höhne, Angel Hsu, Takeshi Kuramochi, Silke Mooldijk, and Steve Smith. 2023 · 2023
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Instructgpt: Ai for generating instructions
OpenAI. 2023 · 2023
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What chatgpt and generative ai mean for science
Chris Stokel-Walker and Richard Van Noorden. 2023 · 2023
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Cited alongside, same era.
A dataset for detecting real-world environmental claims
Dominik Stammbach, Nicolas Webersinke, Julia Anna Bingler, Mathias Kraus, and Markus Leippold. 2022 · 2022
Cited alongside, same era.
Cop27: ‘zero tolerance for greenwashing’, guterres says as new report cracks down on empty net-zero pledges
UN. 2022 · 2022
Cited alongside, same era.
Cheap talk and cherry-picking: What ClimateBert has to say on corporate climate risk disclosures
Julia Anna Bingler, Mathias Kraus, Markus Leippold, and Nicolas Webersinke. 2022a
Cited in the paper.
Cheap talk in corporate climate commitments: The role of active institutional ownership, signaling, materiality, and sentiment
Julia Anna Bingler, Mathias Kraus, Markus Leippold, and Nicolas Webersinke. 2022b
Cited in the paper.
Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al. 2023 · 2023
Closest in time.