Work

MLLM: Ontology-Constrained Multi-LLM Evidence-Mapping Pipeline

Year: 2026

Type: software

Abstract: Public implementation scaffold for ontology-constrained literature synthesis using local large language model councils, HPC-36 predictive-coding factors, local/global oddball scoring, and auditable model-derived evidence annotations.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.22182631

Authors: Nejat, Hamed, Westerberg, Jacob A., Maier, Alexander, Spencer-Smith, Jesse, Bastos, Andre M.

Language: English

Topic: Biomedical Text Mining and Ontologies

Subfield: Molecular Biology

Field: Biochemistry, Genetics and Molecular Biology

Domain: Life Sciences

Open Access status: green

OpenAlex ID: W7204781152

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