GX Research Hub · English
GX & Decarbonization Research
This page provides an English interface to the gxceed GX paper corpus. The corpus aggregates papers from 14 contributing scholarly metadata sources and uses AI-assisted classification to identify signals related to measurement, policy narratives, outcomes, implementation, industrial adoption, and verification.
The goal is not only to discover papers, but to observe how GX research is distributed across research substance, implementation narratives, external expectations, implementation substance, and judgment formation.
Summaries are AI-assisted. Always refer to the original paper for authoritative conclusions.
PreprintResearch Square2026#AI × ESGDOI
Auditing the Auditor: Extraction Accuracy, Hallucination, and Abstention in Open-Weight LLMs for ESG Reporting A Longitudinal Empirical Benchmark Across 518 Corporate Disclosures (2010–2026)
Redeemer Okekale Salami, Kate Markin, Derek Amuna +1
Five open-weight LLMs were benchmarked on extracting verified ESG metrics from 518 corporate sustainability reports (2010–2026). Models summarize narrative policy well (F1≈0.729) but extract exact figures like Scope 1 emissions poorly (F1≈0…
JournalInternational Conference on Educational Technology, Language and Technical Communication (ETLTC)2026#AI × ESGDOI
AI-Enabled ESG Reporting Systems: A Framework for Detecting and Governing Greenwashing 2.0
Gurazada Himaja Veda Sri, Hamsika Madanu, Chatrathi Sri Lakshmi Kaumudi +4
As AI, ML, NLP and big data enter ESG reporting, AI-generated disclosures can appear credible while containing incomplete or misleading sustainability information—termed Greenwashing 2.0. The paper conceptualizes AI-enabled ESG reporting ac…
Peer-reviewedJournalFinance research letters2026#AI × ESGDOI
Corporate AI Disclosure and ESG Performance: Comparing Reported Implementation with Prospective Narratives
Yunhan Wang, Yichi Liu
This study compares firms' reported AI implementation with prospective, forward-looking AI narratives and relates both to ESG performance. It highlights gaps between actual disclosed adoption and aspirational claims, probing the substance o…
DatasetZenodo2026#AI × ESGDOI
Reproduction dataset for "LLM-Based Assessment of Net-Zero Commitments in Transportation-Sector ESG Disclosures"
Wasilewski, Adam
A reproduction dataset for a study applying LLMs to assess net-zero commitments in transportation-sector ESG disclosures. It covers 25 corporate reports across aviation, maritime, road freight, rail, and logistics, with source reports, a PR…
Peer-reviewedJournalAcademic Research Journal of Science and Technology (ARJST)2026#AI × ESGDOI
AI-Based Personal Carbon Footprint Tracker
Jogi John, Janhvi Mahakulkar, Harsh Sharma +3
This paper presents the design and prototype of a web platform for personal carbon-footprint tracking, combining a React/PHP/MySQL stack with an LLM service via the Groq API. Users log activities, which are multiplied by stored emission fac…
Peer-reviewedJournalInternational Journal of Research in Management2026#AI × ESGDOI
Intelligent carbon management in supply chains: Mapping the role of artificial intelligence in Scope 3 emissions
Manisha Maddel, Trupti Joshi, Padmashree Chandak
This bibliometric study maps research on AI-enabled carbon management in sustainable supply chains, analyzing 320 articles from Dimensions using VOSviewer co-occurrence, co-authorship, citation, and bibliographic coupling analyses. Findings…
Peer-reviewedJournalJournal of Innovation and Development2026#AI × ESGDOI
AI-Enabled Climate and Environmental ESG Assurance: Digital Audit Evidence, Assurance Quality and Governance A Systematic Literature Review
Fu-Rong Zhang
Systematic review of 19 studies (2020-2025) on AI-enabled climate and environmental ESG assurance. AI most reshapes assurance by transforming its evidentiary architecture: satellite data, NLP-extracted disclosures, Scope 3 value-chain data,…
🇨🇳 ChinaJournalZenodo (CERN European Organization for Nuclear Research)2026#AI × ESGDOI
Carbon Disclosure Consistency Auditor (CDCA), v1.2
Bin Nong, Jing Xu
Open archive of the Carbon Disclosure Consistency Auditor (CDCA) v1.2, supporting an audited measurement of additive consistency in corporate carbon disclosures. It bundles 24 rule/extraction tests and four offline scripts that regenerate a…
Peer-reviewedJournalNeliti2026#AI × ESG
CarbonSphere AI: A Geospatial Deep Learning Framework for Automated Forest Carbon Credit Estimation
J. (J.) Hemavarshini, C. (C.) Jeshnavi, B. (B.) Ashwini +1
CarbonSphere AI automates forest carbon credit MRV by fusing computer-vision canopy segmentation (HSV threshold, ResNet-50, U-Net) with satellite NDVI from Google Earth Engine to estimate biomass density and carbon stock, converted to CO2-e…
Peer-reviewedJournalJournal of Risk and Financial Management2025#AI × ESGDOI
The Nexus Between Green Finance and Artificial Intelligence: A Systemic Bibliometric Analysis Based on Web of Science Database
Fotova Čiković K.
A bibliometric analysis mapping research at the intersection of green finance and artificial intelligence using the Web of Science database. It systematically organizes publication trends, dominant themes, and citation structures, offering …
JournalAdvances in computational intelligence and robotics book series2026#AI × ESGDOI
AI-Enabled Forensic Detection of Narrative Greenwashing in Sustainability Reports
Shivani Naik, Sarvottam Rege
This study applies a reproducible toolkit—word-frequency and keyword-in-context analysis, readability scoring, numeric-density and assurance-language checks, year-on-year cross-tabulation—to environmental disclosures from ten oil, gas, and …
JournalAdvances in computational intelligence and robotics book series2026#AI × ESGDOI
AI and the Evolution of Materiality in Sustainability Reporting
Ivneet Kaur Walia, Aastha Tiwari, Aastha Tiwari
This chapter examines how AI is reshaping materiality assessment in sustainability reporting. AI can surface patterns, risks and impacts missed by conventional review, helping detect selective disclosure and greenwashing, while raising conc…
Peer-reviewedJournalInternational Journal For Multidisciplinary Research2026#AI × ESGDOI
Machine Learning Based ESG Disclosure Sentiment and Financial Performance: Corporate Sustainability and Behavioural Finance Implications from Nifty 50 Firms
A Binita Singha, Moonmoon Kalita, Biju Mani Das
This study applies machine learning to measure sentiment in ESG disclosures of 15 Nifty 50 firms and links it to financial performance. Most disclosures (56.3%) carry negative tone, highest in social (61.1%), and sentiment scores strongly p…
🌍 GlobalJournalZenodo (CERN European Organization for Nuclear Research)2026#AI × ESGDOI
Replication scripts for "Beyond Disclosure: Neurosymbolic ESG Aspect Emphasis and Subsequent Sustainalytics Risk Ratings in a Firm–Year Panel"
Wihan van der Heever, Ranjan Satapathy, Erik Cambria
Replication package (Python/R) for a study applying neurosymbolic methods to ESG aspect emphasis in corporate disclosures and linking it to subsequent Sustainalytics risk ratings in a firm–year panel. It rebuilds the panel and reproduces al…
JournalIGI Global eBooks2026#AI × ESGDOI
Assurance of ESG Disclosures in the Digital Era
Rajiv Chandrasekharan Nair
As ESG disclosure shifts from voluntary practice to a cornerstone of corporate accountability, demand for external assurance has grown. The chapter argues that AI, third-party data intermediaries, and digital reporting have fundamentally ch…
Peer-reviewed🇨🇳 ChinaJournalJournal of Industrial Ecology2026#AI × ESGDOI
Evaluation criteria for AI-assisted product carbon footprinting systems: the cases of mapping and supply chain modeling
Shaena Ulissi, Andrew Dumit, P. James Joyce +4
The authors develop evaluation criteria for AI-assisted product carbon footprinting (PCF) systems, covering quality, documentation, uncertainty indication, and reviewability, built from standards review, stakeholder elicitation, and pilot t…
JournalAdvances in computational intelligence and robotics book series2026#AI × ESGDOI
AI-Enabled Forensic ESG Reporting and Corporate Accountability for Greenwashing in India and the United States
Abhilash Aggarwal, Mehvish Mehraj
This chapter examines whether AI-driven greenwashing detection (ML classifiers, NLP, knowledge graphs) can establish corporate liability under Indian and US law. It argues India's BRSR Core, 2024 CCPA greenwashing guidelines, PFUTP Regulati…
JournalAdvances in computational intelligence and robotics book series2026#AI × ESGDOI
AI-Driven Detection of Greenwashing in ESG Reporting Using NLP and Machine Learning
N. Sathyanarayana, G. Srividhya, Laxmana Rao Goranta +2
A conceptual chapter on using NLP and machine learning to detect greenwashing in ESG reporting. It reviews textual classification, claim verification and assurance literature, then proposes a seven-layer framework spanning document acquisit…
JournalAdvances in computational intelligence and robotics book series2026#AI × ESGDOI
AI-Based Risk Assessment in Forensic Accounting and ESG Reporting
Mehak Jonjua
This study examines how integrating AI into forensic accounting and ESG reporting can improve fraud detection accuracy and the reliability and completeness of sustainability disclosures. Using institutional, dual-process, and explainability…
JournalAdvances in computational intelligence and robotics book series2026#AI × ESGDOI
Artificial Intelligence, ESG Reporting, and Corporate Accountability
Gazala Sharif -, Insha Hamid
This chapter examines how machine learning, NLP, predictive analytics, blockchain, and RPA can be integrated into forensic accounting to detect ESG fraud such as greenwashing and carbon misreporting. It proposes an AI-Enabled Sustainable Fo…
