JJponciano/Echo-G-Community-Edition: ECHO-G v1.0.0 — Initial Research Release
Le résumé fourni par la source
ECHO-G v1.0.0 Initial public release accompanying the paper: ECHO-G: Evidence-Centered Hybrid Ontologization with Semantic Idempotence Evaluation using Local Mixture-of-Experts Language Models Claire Ponciano, Jean-Jacques Ponciano What is included Full pipeline code (echo_g_core, pdf_to_markdown, pdf_to_ontology, ontology_to_markdown, compare_semantics, evaluate_pipeline) Generic core T-Box ontology (ontology/echo-core.ttl, 69 classes, 83 properties) Multilingual Hantavirus benchmark corpus (English / German / French Wikipedia, CC BY-SA) Benchmark results (τ = 0.78, Qwen3 30B-A3B Q4_K_M) | Article | Lang | Recall | Halluc. rate | |---------|------|-------:|-------------:| | Hantavirus | en | 0.977 | 0.006 | | Hantaviren | de | 0.932 | 0.097 | | Hantavirus | fr | 0.942 | 0.048 | | Macro-avg | | 0.951 | 0.050 | Requirements Python 3.12+ Ollama with qwen3:30b-a3b-q4_K_M and nomic-embed-text ≥ 24 GB GPU VRAM
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