ONGRID — Ontology-Native Graph · Retrieval · Inference · Decision. 3D knowledge graph + zero-token ZTC answer verification. by VIDRAFT.
Evaluates competing multi-agent proposals by citation density and logical consistency to select verified consensus answers | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
Evaluates competing multi-agent proposals by citation density and logical consistency to select verified consensus answers | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
ZTC (Zero-Token Confidence) — verify whether an LLM answer can be trusted in one forward pass, zero generated tokens. ZTC-Judge + Darwin-ZTC family. #1 on S1MB. by VIDRAFT.
Repository for the paper: "Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features" @ ISKE 2021
Reliable LLM answering: choose when to answer or abstain using label-free checks and calibrated risk control.
Private document intelligence platform with grounded RAG, hybrid retrieval, reranking, structured chunking, local LLMs, answer verification, RBAC, and observability.
Research code and saved results for studying error propagation and the limits of answer verification in conversational financial question answering.
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