Machine Learning Algorithms & Natural Language Processing

Jun 28, 2026 · Artificial Intelligence

Evaluating Research Ideas with InnoEval and SciAtlas: Leveraging 43M Papers and 3B Triples

As large language models accelerate idea generation and the volume of scientific papers soars, InnoEval formalizes multi‑perspective, knowledge‑grounded evaluation of research ideas, while SciAtlas provides a massive cross‑disciplinary knowledge graph that powers evidence‑rich assessments and agent‑driven workflows.