Pith Number

pith:TWBHEXH5

pith:2025:TWBHEXH5XG3XHMSZPBBX77YWU6

not attested not anchored not stored refs pending

Enhancing LLM Knowledge Learning through Generalization

Bei Yu, Hengshuang Zhao, Jiaya Jia, Mingkang Zhu, Xi Chen, Zhongdao Wang

arxiv:2503.03705 v2 · 2025-03-05 · cs.CL · 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{TWBHEXH5XG3XHMSZPBBX77YWU6}

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

Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs

Receipt and verification

First computed	2026-07-05T11:25:08.520210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d82725cfdb9b773b25978437fff16a7b79c745f378fdd3c4086e8b5d4578713

Aliases

arxiv: 2503.03705 · arxiv_version: 2503.03705v2 · doi: 10.48550/arxiv.2503.03705 · pith_short_12: TWBHEXH5XG3X · pith_short_16: TWBHEXH5XG3XHMSZ · pith_short_8: TWBHEXH5

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/TWBHEXH5XG3XHMSZPBBX77YWU6 \
  | 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: 9d82725cfdb9b773b25978437fff16a7b79c745f378fdd3c4086e8b5d4578713

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "502a3e5eaa9e3475e563fc56a9ec0480127153d3c93d2ca33479dac6d636d86d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-05T17:56:20Z",
    "title_canon_sha256": "dd4369d07229488ccd57feaf944c6b15302bffe80d63d6712c583f6781230535"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03705",
    "kind": "arxiv",
    "version": 2
  }
}