UPV-EARTHResearch atlas
31,634Scientific abstracts
9Planetary Boundaries
72.1%Prompt v4 Top-1
01
Problem
Sustainability language does not necessarily mean a paper studies an Earth-system process, and relevant work can avoid sustainability vocabulary entirely.
02
Evaluation
The project compares TF-IDF, scientific embeddings and local LLMs, explicitly measuring positivity bias and the ability to reject irrelevant documents.
03
Platform
A containerized FastAPI and Next.js platform exposes the corpus, evidence and review workflow, with an optional local RAG assistant.
Transparency
Limitations
The auditable agent cascade trades a small amount of Top-1 accuracy for reviewable traces.
Evidence
Sources
Next case