Pith. sign in
Pith Number

pith:IERXCBZN

pith:2025:IERXCBZNPLMOA4QNN7Y2A5GG5Z
not attested not anchored not stored refs pending

Efficient and Effective Prompt Tuning via Prompt Decomposition and Compressed Outer Product

Enneng Yang, Guibing Guo, Haoyu Xu, Jianzhe Zhao, Pengxiang Lan, Xingwei Wang, Yuliang Liang

arxiv:2502.12200 v1 · 2025-02-16 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IERXCBZNPLMOA4QNN7Y2A5GG5Z}

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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.
Receipt and verification
First computed 2026-07-05T10:15:51.781874Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

412371072d7ad8e0720d6ff1a074c6ee5bbab54c776be17780e65f657af2fa62

Aliases

arxiv: 2502.12200 · arxiv_version: 2502.12200v1 · doi: 10.48550/arxiv.2502.12200 · pith_short_12: IERXCBZNPLMO · pith_short_16: IERXCBZNPLMOA4QN · pith_short_8: IERXCBZN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IERXCBZNPLMOA4QNN7Y2A5GG5Z \
  | 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: 412371072d7ad8e0720d6ff1a074c6ee5bbab54c776be17780e65f657af2fa62
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "de8899f16c6c1938754f7518027087d309540ab2213b899004d503e8476b88e4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-16T05:50:12Z",
    "title_canon_sha256": "32d926fa3ddcc2c1b53d2e8effd5c62309afa1067e7b0b72e0ad2a98bedb076e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12200",
    "kind": "arxiv",
    "version": 1
  }
}