Pith Number

pith:RKFTC7WN

pith:2025:RKFTC7WNZTYBY3H3NXODTTFFJ6

not attested not anchored not stored refs pending

PARA: Parameter-Efficient Fine-tuning with Prompt Aware Representation Adjustment

Aaron Xuxiang Tian, Ming Tan, Wei Zhu, Yi Zhao, Zequan Liu

arxiv:2502.01033 v1 · 2025-02-03 · 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{RKFTC7WNZTYBY3H3NXODTTFFJ6}

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.

Receipt and verification

First computed	2026-07-05T10:08:41.971556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a8b317ecdccf01c6cfb6ddc39cca54f9737a5c29d662e4b3a8bb09deb9f7b34

Aliases

arxiv: 2502.01033 · arxiv_version: 2502.01033v1 · doi: 10.48550/arxiv.2502.01033 · pith_short_12: RKFTC7WNZTYB · pith_short_16: RKFTC7WNZTYBY3H3 · pith_short_8: RKFTC7WN

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/RKFTC7WNZTYBY3H3NXODTTFFJ6 \
  | 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: 8a8b317ecdccf01c6cfb6ddc39cca54f9737a5c29d662e4b3a8bb09deb9f7b34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1791c9f4a37591970cb93a681e815a3aedf83fb02f7f0a29c0603befba509356",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-03T04:06:03Z",
    "title_canon_sha256": "f5372908a460e39edbbab0c46c105e962b9331c65f6d32fd7387b56a34afefe2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01033",
    "kind": "arxiv",
    "version": 1
  }
}