Lab
score4more Lab
Tech & AI/ML innovation for sustainability.
We work with partners, startups, and researchers to make tech and AI innovation usable for sustainability impact.
Research areas
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Publications
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Academic partners
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Funding bodies
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Research Areas
The topics we actively research with our network.
Green LLM
Domain finetuning of LLMs for sustainability use cases.
NLP Data Extraction & Profiling
Text and data extraction from sustainability sources for profiling.
Data & Fact Checking
Data, text, and fact verification to ensure data quality.
Greenwashing Detection
Detecting exaggerated or false sustainability claims.
AI Research Agents
Autonomous execution of research tasks.
Recommender Systems
Individualized recommendations for actoins and solutions.
Impact Assessment
Dynamic impact quantification of actions, solutions and projects.
Risk Assessments
Detecting and quantifying climate and supply chain risks.
Publications
Academic work by score4more team members and our network.
Schimanski, T., Lewandowski, S., Woerle, C., Reichenau, N., Huryn, Y., Leippold, M. (2026): UsefulBench: Towards Decision-Useful Information as a Target for Information Retrieval.
arXiv preprint arXiv:2604.15827.
Wang, Y., Preiß, M., Bugueño, M., Hoffbauer, J.V., Ghajar, A., Buz, T., de Melo, G. (2025): ReFACT: A Benchmark for Scientific Confabulation Detection with Positional Error Annotations.
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics. 1, 8174-8187.
Preiß, M. (2025): Hallucination Detection with the Internal Layers of LLMs.
arXiv preprint arXiv:2509.14254.
Fjornes, J., Hansjürgens, J., Keil, M., Kirchhoff, J.K., Offermann, J., Rohowsky, A., Weinberger, R., Astrup, F., Arning, K., Ziefle, M., Ulmer, A., Knopf, J. (2024): Nachhaltige Reinvestitionen in Unternehmen – Empirische Befunde und Implikationen für Unternehmen und Politik.
Projekt enri – Entscheidungsfaktoren nachhaltiger Re-Investments. Projektbericht.
Kirchhoff, J.K., Astrup, F., Weinberger, R., Knopf, J. (2024): Nachhaltige Investitionen für die Transformation der Wirtschaft – Einblicke in die Investitionen von acht unternehmerischen Klima-Champions.
Projekt enri. Hochschule Eberswalde.
Kannegiesser, M. (2017): Zehn Jahre Deutscher Nachhaltigkeitspreis – Wirkungen und Perspektiven für Nachhaltigkeit in Unternehmen.
Rat für Nachhaltige Entwicklung.
Lewandowski, S., Ullrich, A. (2023): Measures to reduce corporate GHG emissions: A review-based taxonomy and survey-based cluster analysis of their application and perceived effectiveness.
Journal of Environmental Management. 325, 116437.
Lewandowski, S., Ullrich, A. (2022): Measures for reducing the carbon footprint in companies – A survey on their application and perceived effectiveness.
GITO, DOI 10.30844/Lewandowski_2022.
Lewandowski, S., Ullrich, A. (2022): Improvements for calculating and labeling the product carbon footprint on the basis of the Nutri-Score.
Whitepaper, University of Potsdam. 10.13140/RG.2.2.21713.81760.
Günther, H.O., Kannegiesser, M., Autenrieb, N. (2015): The role of electric vehicles for supply chain sustainability in the automotive industry.
Journal of Cleaner Production. 90, 220-233.
Kannegiesser, M., Günther, H.O., Autenrieb, N. (2015): The time-to-sustainability optimization strategy for sustainable supply network design.
Journal of Cleaner Production. 108, 451-463
Günther, H.O., Kannegiesser, M., Autenrieb, N. (2015): Strategies for optimizing the sustainable development of supply chains in the automotive industry.
Proceedings of the Korean Institute of Industrial Engineers Spring Joint Conference. 761-773
Kannegiesser, M., Günther, H.O. (2014): Sustainable development of global supply chains—part 1: sustainability optimization framework.
Flexible Services and Manufacturing Journal. 26 (1), 24-47.
Kannegiesser, M., Günther, H.O., Gylfason, Ó. (2014): Sustainable development of global supply chains – part 2: investigation of the European automotive industry.
Flexible Services and Manufacturing Journal. 26 (1), 48-68.
Schimanski, T., Lewandowski, S., Woerle, C., Reichenau, N., Huryn, Y., Leippold, M. (2026): UsefulBench: Towards Decision-Useful Information as a Target for Information Retrieval.
arXiv preprint arXiv:2604.15827.
Wang, Y., Preiß, M., Bugueño, M., Hoffbauer, J.V., Ghajar, A., Buz, T., de Melo, G. (2025): ReFACT: A Benchmark for Scientific Confabulation Detection with Positional Error Annotations.
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics. 1, 8174-8187.
Preiß, M. (2025): Hallucination Detection with the Internal Layers of LLMs.
arXiv preprint arXiv:2509.14254.
Lewandowski, S., Ullrich, A. (2023): Measures to reduce corporate GHG emissions: A review-based taxonomy and survey-based cluster analysis of their application and perceived effectiveness.
Journal of Environmental Management. 325, 116437.
Lewandowski, S., Ullrich, A. (2022): Measures for reducing the carbon footprint in companies – A survey on their application and perceived effectiveness.
GITO, DOI 10.30844/Lewandowski_2022.
Lewandowski, S., Ullrich, A. (2022): Improvements for calculating and labeling the product carbon footprint on the basis of the Nutri-Score.
Whitepaper, University of Potsdam. 10.13140/RG.2.2.21713.81760.
Günther, H.O., Kannegiesser, M., Autenrieb, N. (2015): The role of electric vehicles for supply chain sustainability in the automotive industry.
Journal of Cleaner Production. 90, 220-233.
Kannegiesser, M., Günther, H.O., Autenrieb, N. (2015): The time-to-sustainability optimization strategy for sustainable supply network design.
Journal of Cleaner Production. 108, 451-463
Günther, H.O., Kannegiesser, M., Autenrieb, N. (2015): Strategies for optimizing the sustainable development of supply chains in the automotive industry.
Proceedings of the Korean Institute of Industrial Engineers Spring Joint Conference. 761-773
Kannegiesser, M., Günther, H.O. (2014): Sustainable development of global supply chains—part 1: sustainability optimization framework.
Flexible Services and Manufacturing Journal. 26 (1), 24-47.
Kannegiesser, M., Günther, H.O., Gylfason, Ó. (2014): Sustainable development of global supply chains – part 2: investigation of the European automotive industry.
Flexible Services and Manufacturing Journal. 26 (1), 48-68.
Fjornes, J., Hansjürgens, J., Keil, M., Kirchhoff, J.K., Offermann, J., Rohowsky, A., Weinberger, R., Astrup, F., Arning, K., Ziefle, M., Ulmer, A., Knopf, J. (2024): Nachhaltige Reinvestitionen in Unternehmen – Empirische Befunde und Implikationen für Unternehmen und Politik.
Projekt enri – Entscheidungsfaktoren nachhaltiger Re-Investments. Projektbericht.
Kirchhoff, J.K., Astrup, F., Weinberger, R., Knopf, J. (2024): Nachhaltige Investitionen für die Transformation der Wirtschaft – Einblicke in die Investitionen von acht unternehmerischen Klima-Champions.
Projekt enri. Hochschule Eberswalde.
Kannegiesser, M. (2017): Zehn Jahre Deutscher Nachhaltigkeitspreis – Wirkungen und Perspektiven für Nachhaltigkeit in Unternehmen.
Rat für Nachhaltige Entwicklung.
Lab Network
Think-and-do tanks, company builders, and researchers for joint R&D.
Funding Bodies
R&D projects are realized together with funding partners.
R&D Project Documents
Reports and documents related to funded research and development projects.
Gender Equity Plan
score4more GEP, PDF
IBB Pro FIT Project Overview
EU co-financed funding project
ILB BIG R&D Project Overview
Brandenburg funding program
Interested in an R&D Collaboration?
Whether it’s a research partnership, startup collaboration, or a joint funding project — we’d love to talk.