qq0518/emer-guardbench

EMER-Guard: Protocol-Grounded Verification for LLM Emergency Instructions

Code and data release for the EMNLP 2026 Main paper EMER-Guard: Protocol-Grounded Verification for LLM Emergency Instructions.

EMER-GuardBench is a 69,000-example counterfactual benchmark plus a 1,000-example benign-stress set spanning 10 disaster scenarios and 6 hazard mechanisms, with instruction-group-disjoint splits and cited protocol evidence. This repository ships the packed software.tgz and data.tgz archives (one-command reproduction entry, pinned environment lockfile, split checksums, per-row predictions, and an EGIS smoke test). The trained EGIS (Full) checkpoint used for the reported main-table numbers is hosted separately at qq0518/egis-emer-guard.

This is a controlled, mechanism-level scientific probe, not a deployment-ready emergency verifier.

Archives

File	Role	SHA-256	Size
software.tgz	Training, evaluation, and reproduction scripts	c4b4e76c656752bc81fec4eb1a358b1c87883b5ae6cb2f108f511aafd8a094e6	116 KB
data.tgz	Benchmark splits, pair manifests, smoke CSVs, per-row predictions	9fd89be0cfe2124157cae1179f0d681c977a18e5c90d3620c6854973266a96ad	11 MB

sha256sum -c <<'EOF'
c4b4e76c656752bc81fec4eb1a358b1c87883b5ae6cb2f108f511aafd8a094e6  software.tgz
9fd89be0cfe2124157cae1179f0d681c977a18e5c90d3620c6854973266a96ad  data.tgz
EOF

One-command quickstart

hf download qq0518/emer-guardbench --repo-type dataset --local-dir ./emer-guardbench
cd emer-guardbench
mkdir -p software data
tar -xzf software.tgz -C software
tar -xzf data.tgz -C data

cd software
python -m venv .venv && source .venv/bin/activate
export PYTHONNOUSERSITE=1
pip install -r requirements.lock

# BGE-M3 weights (Hugging Face BAAI/bge-m3 or a local snapshot)
export EMERGUARD_ENCODER_PATH=/path/to/bge-m3

# Integrity + smoke + (if prediction JSONs present) threshold sweep + figures
./reproduce.sh --smoke

# Main-table evaluation needs the released EGIS checkpoint
hf download qq0518/egis-emer-guard best_model.pt --local-dir ./checkpoints/egis
./reproduce.sh --model_path ./checkpoints/egis/best_model.pt

From China, prefix downloads with HF_ENDPOINT=https://hf-mirror.com.

Related

• Checkpoint: https://huggingface.co/qq0518/egis-emer-guard
• This dataset repo: https://huggingface.co/datasets/qq0518/emer-guardbench

License

Software: Apache 2.0. Dataset files: see data/LICENSE inside data.tgz.