Pith Number

pith:GP4KRIHV

pith:2025:GP4KRIHVPMWXO37XIDYM5HCLIZ

not attested not anchored not stored refs pending

Shuttle Between the Instructions and the Parameters of Large Language Models

Haotian Xu, Huanxuan Liao, Jun Zhao, Kang Liu, Shizhu He, Wangtao Sun, Xuanqing Yu, Zhongtao Jiang

arxiv:2502.02315 v3 · 2025-02-04 · cs.LG · 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{GP4KRIHVPMWXO37XIDYM5HCLIZ}

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	2026-07-05T11:03:56.176866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33f8a8a0f57b2d776ff740f0ce9c4b464bfd5e3f34839b2c295b4cb83d09ac23

Aliases

arxiv: 2502.02315 · arxiv_version: 2502.02315v3 · doi: 10.48550/arxiv.2502.02315 · pith_short_12: GP4KRIHVPMWX · pith_short_16: GP4KRIHVPMWXO37X · pith_short_8: GP4KRIHV

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/GP4KRIHVPMWXO37XIDYM5HCLIZ \
  | 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: 33f8a8a0f57b2d776ff740f0ce9c4b464bfd5e3f34839b2c295b4cb83d09ac23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19b2406cd42e8f4a2243861969f2723827d134e786a053c2e37b7b7f9f56561c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T13:36:54Z",
    "title_canon_sha256": "c9ebf7fe5e8164b54edc8abde9e2a881005b06c23df6642f8e95ff725278428d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02315",
    "kind": "arxiv",
    "version": 3
  }
}