Pith Number

pith:D3JPIAJZ

pith:2025:D3JPIAJZSAZJNQLP4FV7W535GP

not attested not anchored not stored refs pending

Prompt Optimization and Evaluation for LLM Automated Red Teaming

Erich Kummerfeld, Joel Garrett, Lauren Alvarez, Lily Smith, Madeline Woodruff, Michael Freenor, Milton Leal, Rafael Medeiros, Ryan Miller, Sander Schulhoff, Yelyzaveta Husieva

arxiv:2507.22133 v1 · 2025-07-29 · cs.CR · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3JPIAJZSAZJNQLP4FV7W535GP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

Quantifying LLM Safety Degradation Under Repeated Attacks Using Survival Analysis

Beyond "I cannot fulfill this request": Alleviating Rigid Rejection in LLMs via Label Enhancement

Receipt and verification

First computed	2026-07-05T11:45:17.073147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ed2f40139903296c16fe16bfb777d33c382ed05cd50bdb267961f35670b33f2

Aliases

arxiv: 2507.22133 · arxiv_version: 2507.22133v1 · doi: 10.48550/arxiv.2507.22133 · pith_short_12: D3JPIAJZSAZJ · pith_short_16: D3JPIAJZSAZJNQLP · pith_short_8: D3JPIAJZ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/D3JPIAJZSAZJNQLP4FV7W535GP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1ed2f40139903296c16fe16bfb777d33c382ed05cd50bdb267961f35670b33f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c0d2bdcb21572a6be8d7d527a89b8c8849778b58476ccbb3329c69a36c3a2e5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-29T18:08:01Z",
    "title_canon_sha256": "a8c3faee75751332d200b8d7c0327cde04afb469117c164b899fe2886c3c5099"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22133",
    "kind": "arxiv",
    "version": 1
  }
}