Pith Number

pith:K4UBNUX7

pith:2025:K4UBNUX7JLG33RAXK32AKU2J7H

not attested not anchored not stored refs pending

Transfer-Prompting: Enhancing Cross-Task Adaptation in Large Language Models via Dual-Stage Prompts Optimization

Yi Chang, Yuan Wu, Yupeng Chang

arxiv:2502.14211 v1 · 2025-02-20 · 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{K4UBNUX7JLG33RAXK32AKU2J7H}

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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.

Cited by

1 paper in Pith

An Auditable Agent Platform For Automated Molecular Optimisation

Receipt and verification

First computed	2026-07-05T10:17:22.858435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

572816d2ff4acdbdc41756f4055349f9c853d6f4f87ae1e9c97a15ffa9223c94

Aliases

arxiv: 2502.14211 · arxiv_version: 2502.14211v1 · doi: 10.48550/arxiv.2502.14211 · pith_short_12: K4UBNUX7JLG3 · pith_short_16: K4UBNUX7JLG33RAX · pith_short_8: K4UBNUX7

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/K4UBNUX7JLG33RAXK32AKU2J7H \
  | 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: 572816d2ff4acdbdc41756f4055349f9c853d6f4f87ae1e9c97a15ffa9223c94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "225e95cdf9788e0fda1d2f64b661f2e7038491f4fa3785bb7770e39922a92f5e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T02:47:04Z",
    "title_canon_sha256": "35c7d625ffc645bce412131ca4f1e5b4e26bcc402e58075d6d6b26433e4452a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14211",
    "kind": "arxiv",
    "version": 1
  }
}