{ "schema_version": 1, "description": "Curated test queries for federated academic search across arXiv, PubMed, Semantic Scholar, and OpenAlex. Designed to exercise per-source coverage and federation deduplication behavior.", "queries": [ {"id": "q01", "query": "graph neural networks for protein folding", "domain": "ml_biology", "expected_strong_sources": ["arxiv", "semantic_scholar", "openalex"]}, {"id": "q02", "query": "mechanistic interpretability of large language models", "domain": "ml_interpretability", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q03", "query": "diffusion models for medical imaging", "domain": "ml_medical", "expected_strong_sources": ["arxiv", "pubmed", "semantic_scholar"]}, {"id": "q04", "query": "reinforcement learning from human feedback", "domain": "ml_alignment", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q05", "query": "vision transformers self-supervised pretraining", "domain": "ml_vision", "expected_strong_sources": ["arxiv", "semantic_scholar"]}, {"id": "q06", "query": "scaling laws neural language models", "domain": "ml_scaling", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q07", "query": "tool use in large language models", "domain": "ml_agents", "expected_strong_sources": ["arxiv", "semantic_scholar"]}, {"id": "q08", "query": "federated learning privacy preserving", "domain": "ml_privacy", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q09", "query": "CRISPR base editing off-target effects", "domain": "biology_genetics", "expected_strong_sources": ["pubmed", "semantic_scholar", "openalex"]}, {"id": "q10", "query": "cancer immunotherapy checkpoint inhibitors mechanism", "domain": "biomedical_oncology", "expected_strong_sources": ["pubmed", "semantic_scholar"]}, {"id": "q11", "query": "Alzheimer amyloid hypothesis evidence", "domain": "biomedical_neuro", "expected_strong_sources": ["pubmed", "semantic_scholar"]}, {"id": "q12", "query": "mRNA vaccine lipid nanoparticle delivery", "domain": "biomedical_vaccines", "expected_strong_sources": ["pubmed", "semantic_scholar"]}, {"id": "q13", "query": "gut microbiome inflammatory bowel disease", "domain": "biomedical_microbiome", "expected_strong_sources": ["pubmed"]}, {"id": "q14", "query": "antimicrobial resistance mechanisms gram negative", "domain": "biomedical_infectious", "expected_strong_sources": ["pubmed"]}, {"id": "q15", "query": "single cell RNA sequencing analysis methods", "domain": "biomedical_methods", "expected_strong_sources": ["pubmed", "semantic_scholar"]}, {"id": "q16", "query": "quantum error correction surface codes", "domain": "physics_quantum", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q17", "query": "topological superconductivity Majorana fermions", "domain": "physics_condensed_matter", "expected_strong_sources": ["arxiv"]}, {"id": "q18", "query": "dark matter direct detection experiments", "domain": "physics_cosmology", "expected_strong_sources": ["arxiv"]}, {"id": "q19", "query": "lattice quantum chromodynamics", "domain": "physics_particle", "expected_strong_sources": ["arxiv"]}, {"id": "q20", "query": "labor market polarization automation effects", "domain": "economics", "expected_strong_sources": ["semantic_scholar", "openalex"]}, {"id": "q21", "query": "behavioral economics defaults nudges", "domain": "economics", "expected_strong_sources": ["semantic_scholar", "openalex"]}, {"id": "q22", "query": "inflation targeting monetary policy effectiveness", "domain": "economics", "expected_strong_sources": ["semantic_scholar"]}, {"id": "q23", "query": "free will compatibilism", "domain": "philosophy", "expected_strong_sources": ["semantic_scholar", "openalex"]}, {"id": "q24", "query": "phenomenal consciousness hard problem", "domain": "philosophy_mind", "expected_strong_sources": ["semantic_scholar", "openalex"]}, {"id": "q25", "query": "differential privacy machine learning", "domain": "cs_security", "expected_strong_sources": ["arxiv", "semantic_scholar"]}, {"id": "q26", "query": "homomorphic encryption performance benchmarks", "domain": "cs_security", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q27", "query": "private 5G networks edge computing", "domain": "cs_networks", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q28", "query": "computer vision autonomous driving safety", "domain": "cs_robotics", "expected_strong_sources": ["arxiv", "semantic_scholar"]}, {"id": "q29", "query": "exoplanet atmosphere biosignature spectroscopy", "domain": "astronomy", "expected_strong_sources": ["arxiv", "openalex"]}, {"id": "q30", "query": "climate sensitivity equilibrium feedback", "domain": "climate", "expected_strong_sources": ["openalex", "semantic_scholar"]} ] }