Pith Number

pith:TUWKUPYO

pith:2025:TUWKUPYOGI7ZRAQPW6WVGRYYHX

not attested not anchored not stored refs pending

Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms

Huajun Chen, Mengru Wang, Ningyu Zhang, Shengyu Mao, Shumin Deng, Zhaopeng Tu, Ziwen Xu

arxiv:2505.20322 v2 · 2025-05-23 · cs.CL · cs.AI · cs.CV · cs.IR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TUWKUPYOGI7ZRAQPW6WVGRYYHX}

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

1 paper in Pith

When Models Refuse: Political Steerability and Feature Richness as Measures of Ideological Depth

Receipt and verification

First computed	2026-07-05T11:15:00.414293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d2caa3f0e323f98820fb7ad5347183dc0b71ef116015692582162cf49fa8c66

Aliases

arxiv: 2505.20322 · arxiv_version: 2505.20322v2 · doi: 10.48550/arxiv.2505.20322 · pith_short_12: TUWKUPYOGI7Z · pith_short_16: TUWKUPYOGI7ZRAQP · pith_short_8: TUWKUPYO

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/TUWKUPYOGI7ZRAQPW6WVGRYYHX \
  | 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: 9d2caa3f0e323f98820fb7ad5347183dc0b71ef116015692582162cf49fa8c66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea229cb5d57df2bedf9e4212c6332dda7cf6ed614c2af7896ea3bf1d1f3ee891",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T17:59:18Z",
    "title_canon_sha256": "900245b4bbc30690bb3e98520445fa18d43c8dae9a2356fb4177fa0ba74e35dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20322",
    "kind": "arxiv",
    "version": 2
  }
}