Benchmarking

  1. LLM consensus pipeline reduced review filtering effort
    Pipeline using multiple language models and consensus voting to reduce manual effort in systematic literature review screening, with human oversight through visual analytics.
  2. Student-led tool maps gaps in campus sustainability
    Student-led sustainability evaluation framework for higher education institutions using socio-technical systems theory, validated across Malaysian universities with mixed-methods analysis.
  3. Coastal city green development scores rose, but gaps remained wide
    Assess urban green development capacity in coastal eastern China using entropy weight-TOPSIS analysis, examining economic, technological, and governance factors driving sustainability transitions.