Pith Number

pith:KMDB4M4S

pith:2024:KMDB4M4SW37Q7AAX3YGUB7Y3DM

not attested not anchored not stored refs pending

LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet

Cristina Menghini, Hugh Zhang, Ian Steneker, Nathaniel Li, Riley Goodside, Summer Yue, Willow Primack, Zifan Wang, Ziwen Han

arxiv:2408.15221 v2 · 2024-08-27 · cs.LG · cs.CL · cs.CR · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KMDB4M4SW37Q7AAX3YGUB7Y3DM}

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

16 papers in Pith

Do Thinking Tokens Help with Safety?

PHANTOM: A Large-Scale Dataset of Multimodal Adversarial Attacks for Vision-Language Models

NRT-Bench: Benchmarking Multi-Turn Red-Teaming of LLM Operator Agents in Safety-Critical Control Rooms

Cognitive Firewall: A Proactive, Zero-Trust, Multi-Gate Framework for LLM Safety

From Shield to Target: Denial-of-Service Attacks on LLM-Based Agent Guardrails

Receipt and verification

First computed	2026-07-05T09:02:41.943898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53061e3392b6ff0f8017de0d40ff1b1b202626d6741dcbfdd1a7bade0ad9a3b0

Aliases

arxiv: 2408.15221 · arxiv_version: 2408.15221v2 · doi: 10.48550/arxiv.2408.15221 · pith_short_12: KMDB4M4SW37Q · pith_short_16: KMDB4M4SW37Q7AAX · pith_short_8: KMDB4M4S

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/KMDB4M4SW37Q7AAX3YGUB7Y3DM \
  | 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: 53061e3392b6ff0f8017de0d40ff1b1b202626d6741dcbfdd1a7bade0ad9a3b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "786b40a8a1552e7d8707930c2f1bc338f718d2186e85c8698236fcc5f122d21d",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-27T17:33:30Z",
    "title_canon_sha256": "f934fce144a82232edcee5b21c075bb368e8981af2deb0d44f69211000d19d7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15221",
    "kind": "arxiv",
    "version": 2
  }
}