[ICLR 2025] General-purpose activation steering library
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Sep 18, 2025 - Python
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refusal
Here are 17 public repositories matching this topic...
Benchmark evaluation code for "SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal" (ICLR 2025)
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Mar 1, 2025 - Jupyter Notebook
We study whether categorical refusal tokens enable controllable and interpretable safety behavior in language models.
machine-learning research ai deep-learning pytorch artificial-intelligence safety llama steering neurips llm mechanistic-interpretability llm-safety refusal llama3 transformer-lens llm-refusal
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Jun 1, 2026 - Python
Reproducible, evergreen benchmark for LLM refusal on biological research prompts — 19 models, 141 prompts, 13,389 adjudicated trials
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Jun 6, 2026 - Python
Public Driftmap harness: public-safe CSV suites + rubrics + run logs for drift detection, refusal integrity, injection resistance, and uncertainty tracking.
benchmark-framework ai-framework ai-safety drift-detection ai-agent ai-evaluation red-teaming-tools ai-agents-framework llm-evaluation refusal llm-evaluation-framework ai-agent-tools ai-evaluation-framework
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Jun 8, 2026 - Python
CLI for keeping Claude Fable 5 prompts, skills, and API traffic in shape — lint anti-patterns, canary silent degradation, aggregate refusal analytics. Every rule cites Anthropic docs.
cli canary linter developer-tools claude prompt-engineering anthropic refusal claude-code llm-tooling claude-fable-5 fable-5
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Jul 3, 2026 - JavaScript
Refusal verification surface for Riverbraid fail closed policy boundaries.
open-source security ai verification audit cybersecurity compliance governance boundaries ai-safety ai-security policy-enforcement guardrails llm ai-governance refusal
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Jun 3, 2026 - JavaScript
Reproducible refusal-rate evaluation harness for open-weight LLMs — adversarial-prompt benchmarks with byte-identical reruns.
python jailbreak pytest mypy ai-safety red-teaming huggingface adversarial-robustness llm-evaluation refusal
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Jun 26, 2026 - Python
Locating and editing refusal in the J-space workspace with the Jacobian lens: refusal is legible ~10 layers before the first token, and only ~1/3 lives in the verbalizable workspace.
transformers ai-safety interpretability llm mechanistic-interpretability refusal abliteration jacobian-lens
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Jul 7, 2026 - Python
Mechanistic interpretability of refusal behavior in Qwen2.5 models: sparse feature interventions, residual steering, judge-vs-rule analysis, and 1.5B replication
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Jun 26, 2026 - TeX
Training-time defense that redistributes LLM refusal via mean/covariance matching + KD, raising linear-ablation attack rank from K=1 to K≥16 (Llama-3.2-1B-Instruct)
pytorch llama ai-alignment adversarial-robustness mechanistic-interpretability llm-safety refusal representation-engineering leace
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Jun 12, 2026 - Python
Free governance templates and code examples for AI agent systems. From a production system with 142 agents.
governance multi-agent-systems ai-agents guardrails responsible-ai agent-framework ai-governance refusal agent-architecture trust-architecture ai-agent-refusal
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Mar 11, 2026
🔓 Ablate — directional ablation (abliteration) toolkit for open-source LLMs. Automatic censorship/refusal removal via residual-stream direction ablation, with KL-guided search, an LLM-judge harness, and one-call push to the Hub. pip install ablate-llm
python transformers pytorch ai-safety interpretability uncensored red-teaming optuna huggingface llm mechanistic-interpretability refusal abliteration activation-engineering
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Jul 18, 2026 - Python
Model-agnostic abliteration of refusal directions from transformer language models.
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Jul 18, 2026 - Python
Provenance-first RAG that refuses to hallucinate.
postgres typescript retrieval nextjs provenance embeddings openai ai-safety prisma hallucination rag llm pgvector refusal
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Jul 14, 2026 - TypeScript
∅ AXIOM Kit — Reproducible cognitive architecture for Claude Code (Opus 4.6). Persistence system built from published mechanistic interpretability research.
persistence opus ai-safety cognitive-architecture claude llm prompt-engineering mechanistic-interpretability anthropic refusal agent-skills claude-code context-engineering claude-skills
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Mar 24, 2026 - Shell
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