Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025)

Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor 2025-07 Association for Computational Linguistics Vienna, Austria text conference publication 979-8-89176-259-6 climatenlp-ws-2025-1 10.18653/v1/2025.climatenlp-1.0 https://aclanthology.org/2025.climatenlp-1.0/ Enhancing Retrieval for ESGLLM via ESG-CID: A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS Shafiuddin Rehan Ahmed author Ankit Shah author Quan Hung Tran author Vivek Khetan author Sukryool Kang author Ankit Mehta author Yujia Bao author Wei Wei author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 ahmed-etal-2025-enhancing 10.18653/v1/2025.climatenlp-1.1 https://aclanthology.org/2025.climatenlp-1.1/ 2025-07 1 16 Judging It, Washing It: Scoring and Greenwashing Corporate Climate Disclosures using Large Language Models Marianne Chuang author Gabriel Chuang author Cheryl Chuang author John Chuang author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 chuang-etal-2025-judging 10.18653/v1/2025.climatenlp-1.2 https://aclanthology.org/2025.climatenlp-1.2/ 2025-07 17 31 Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research Sougata Saha author Gaurab Sarkar author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 saha-sarkar-2025-bridging 10.18653/v1/2025.climatenlp-1.3 https://aclanthology.org/2025.climatenlp-1.3/ 2025-07 32 48 Applying the Character-Role Narrative Framework with LLMs to Investigate Environmental Narratives in Scientific Editorials and Tweets Francesca Grasso author Stefano Locci author Manfred Stede author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 grasso-etal-2025-applying 10.18653/v1/2025.climatenlp-1.4 https://aclanthology.org/2025.climatenlp-1.4/ 2025-07 49 67 Integrating Expert Labels into LLM-based Emission Goal Detection: Example Selection vs Automatic Prompt Design Marco Wrzalik author Adrian Ulges author Anne Uersfeld author Florian Faust author Viola Campos author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 wrzalik-etal-2025-integrating 10.18653/v1/2025.climatenlp-1.5 https://aclanthology.org/2025.climatenlp-1.5/ 2025-07 68 75 ClimateIE: A Dataset for Climate Science Information Extraction Huitong Pan author Mustapha Adamu author Qi Zhang author Eduard Dragut author Longin Jan Latecki author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 pan-etal-2025-climateie 10.18653/v1/2025.climatenlp-1.6 https://aclanthology.org/2025.climatenlp-1.6/ 2025-07 76 98 Biodiversity ambition analysis with Large Language Models Stefan Troost author Roos Immerzeel author Christoph Krueger author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 troost-etal-2025-biodiversity 10.18653/v1/2025.climatenlp-1.7 https://aclanthology.org/2025.climatenlp-1.7/ 2025-07 99 112 AI and Climate Change Discourse: What Opinions Do Large Language Models Present? Marcelo Sartori Locatelli author Pedro Dutenhefner author Arthur Buzelin author Pedro Loures Alzamora author Yan Aquino author Pedro Augusto Torres Bento author Samira Malaquias author Victoria Estanislau author Caio Santana author Lucas Dayrell author Marisa Affonso Vasconcelos author Wagner Meira Jr. author Virgilio Almeida author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 locatelli-etal-2025-ai 10.18653/v1/2025.climatenlp-1.8 https://aclanthology.org/2025.climatenlp-1.8/ 2025-07 113 125 Evaluating Retrieval Augmented Generation to Communicate UK Climate Change Information Arjun Biswas author Hatim Chahout author Tristan Pigram author Hang Dong author Hywel T.P. Williams author Fai Fung author Hailun Xie author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 biswas-etal-2025-evaluating 10.18653/v1/2025.climatenlp-1.9 https://aclanthology.org/2025.climatenlp-1.9/ 2025-07 126 141 An Automated LLM-based Pipeline for Asset-Level Database Creation to Assess Deforestation Impact Avanija Menon author Ovidiu Serban author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 menon-serban-2025-automated 10.18653/v1/2025.climatenlp-1.10 https://aclanthology.org/2025.climatenlp-1.10/ 2025-07 142 167 Detecting Hyperpartisanship and Rhetorical Bias in Climate Journalism: A Sentence-Level Italian Dataset Michele Joshua Maggini author Davide Bassi author Pablo Gamallo author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 maggini-etal-2025-detecting 10.18653/v1/2025.climatenlp-1.11 https://aclanthology.org/2025.climatenlp-1.11/ 2025-07 168 187 Scaling Species Diversity Analysis in Carbon Credit Projects with Large-Context LLMs Jessica Walkenhorst author Colin McCormick author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 walkenhorst-mccormick-2025-scaling 10.18653/v1/2025.climatenlp-1.12 https://aclanthology.org/2025.climatenlp-1.12/ 2025-07 188 193 ClimateEval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change Murathan Kurfali author Shorouq Zahra author Joakim Nivre author Gabriele Messori author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 kurfali-etal-2025-climateeval 10.18653/v1/2025.climatenlp-1.13 https://aclanthology.org/2025.climatenlp-1.13/ 2025-07 194 207 Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling Raven Adam author Marie Kogler author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 adam-kogler-2025-bidirectional 10.18653/v1/2025.climatenlp-1.14 https://aclanthology.org/2025.climatenlp-1.14/ 2025-07 208 217 CPIQA: Climate Paper Image Question Answering Dataset for Retrieval-Augmented Generation with Context-based Query Expansion Rudra Mutalik author Abiram Panchalingam author Loitongbam Gyanendro Singh author Timothy J Osborn author Ed Hawkins author Stuart E Middleton author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 mutalik-etal-2025-cpiqa 10.18653/v1/2025.climatenlp-1.15 https://aclanthology.org/2025.climatenlp-1.15/ 2025-07 218 232 Robust Table Information Extraction from Sustainability Reports: A Time-Aware Hybrid Two-Step Approach Hendrik Weichel author Martin Simon author Jörg Schäfer author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 weichel-etal-2025-robust 10.18653/v1/2025.climatenlp-1.16 https://aclanthology.org/2025.climatenlp-1.16/ 2025-07 233 244 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions David Thulke author Jakob Kemmler author Christian Dugast author Hermann Ney author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 thulke-etal-2025-listen 10.18653/v1/2025.climatenlp-1.17 https://aclanthology.org/2025.climatenlp-1.17/ 2025-07 245 259 Interactive platform for the exploration of large-scale ‘living’ systematic maps Tim Repke author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 repke-2025-interactive 10.18653/v1/2025.climatenlp-1.18 https://aclanthology.org/2025.climatenlp-1.18/ 2025-07 260 265 Transforming adaptation tracking: benchmarking Transformer-based NLP approaches to retrieve adaptation-relevant information from climate policy text Jetske Bonenkamp author Robbert Biesbroek author Ioannis N Athanasiadis author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 bonenkamp-etal-2025-transforming 10.18653/v1/2025.climatenlp-1.19 https://aclanthology.org/2025.climatenlp-1.19/ 2025-07 266 277 LLM-Driven Estimation of Personal Carbon Footprint from Dialogues Shuqin Li author Huifang Du author Haofen Wang author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 li-etal-2025-llm-driven 10.18653/v1/2025.climatenlp-1.20 https://aclanthology.org/2025.climatenlp-1.20/ 2025-07 278 287 Can Reasoning LLMs Synthesize Complex Climate Statements? Yucheng Lu author 2025-07 text Proceedings of the 2nd Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2025) Kalyan Dutia editor Peter Henderson editor Markus Leippold editor Christoper Manning editor Gaku Morio editor Veruska Muccione editor Jingwei Ni editor Tobias Schimanski editor Dominik Stammbach editor Alok Singh editor Alba (Ruiran) Su editor Saeid A. Vaghefi editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-259-6 lu-2025-reasoning 10.18653/v1/2025.climatenlp-1.21 https://aclanthology.org/2025.climatenlp-1.21/ 2025-07 288 303