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trust-calibration

Here are 5 public repositories matching this topic...

ktjkc / reflextrust

🧠 LLMs don’t just process text — they read the room. Meaning emerges through context — shaped by tone, trust & trajectory. Most benchmarks flatten that. This one maps it.

Updated Sep 10, 2025

Dan23RR / snc-core

Behavioral Trust Clustering a thermodynamic governance layer that reduces LLM hallucination by 52% on HumanEval. Drop-in wrapper for any decoder. MIT.

abstention openai-api selective-prediction humaneval llm ollama qwen hallucination-mitigation trust-calibration regulated-ai behavioral-clustering

Updated May 4, 2026
Python

changkun / trustcalib

Trust calibration for agentic tool use as preference learning: a GP-probit allow/ask/block policy gateway framed as Preferential Bayesian Optimization, with the paper and a reproducible simulation.

machine-learning gaussian-processes bayesian-optimization active-learning ai-safety human-in-the-loop ai-agents preference-learning ai-governance llm-agents agentic-ai trust-calibration

Updated May 27, 2026
Go

vivek8849 / llm-trust-evaluator

A production-ready framework for evaluating LLM reliability using semantic consistency, vulnerability scoring, and risk-aware trust calibration.

docker machine-learning semantic-similarity model-evaluation ai-safety human-in-the-loop applied-ai fastapi ml-engineering streamlit large-language-models llm prompt-engineering trust-calibration ai-reliability

Updated Feb 12, 2026
Jupyter Notebook

jang1563 / bio-sfm-trust-audit

Audit framework for LLM trust-routing over biological science foundation model outputs.

protein-structure ai-safety confidence-calibration selective-prediction llm ai-for-science trust-calibration science-foundation-models

Updated Jul 12, 2026
Python

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