Topic: ai-benchmark

Benchmarking the Benchmarks: Critical Findings on Climate-Related NLP Dataset Quality

A groundbreaking reproducibility study on 29 climate-related NLP datasets reveals that most tasks rely on surface-level keyword patterns rather than deep understanding, with 96% of datasets containing annotation issues that compromise evaluation reliability.

CLIMATE AI SOLUTIONS

OpenSustainability Analysis Framework - AI-Powered Report Analysis

Open-source AI toolkit enabling SOTA experimentation on sustainability report analysis with flexibility and customization.

TOOLS

Sustainability Report Navigator: Academic Research Platform for ESRS and CSRD Analysis

Comprehensive academic research platform for sustainability report analysis and ESRS benchmarking by leading researchers.

RESEARCH PAPERS

CHATREPORT: Democratizing Sustainability Disclosure Analysis through LLM-based Tools

PROJECTS

AI Benchmark for Sustainability Report Analysis

Building open-source tools to benchmark AI models in sustainability report analysis, with focus on detecting greenwashing and improving transparency.