Pith Number

pith:DKN4MFFD

pith:2024:DKN4MFFD3EU6H5QK2WWSUSOMSE

not attested not anchored not stored refs pending

P3: A Policy-Driven, Pace-Adaptive, and Diversity-Promoted Framework for data pruning in LLM Training

Huayi Wang, Jun Wang, Muning Wen, Qiuying Peng, Weinan Zhang, Xiaoyun Mo, Yingxuan Yang

arxiv:2408.05541 v2 · 2024-08-10 · 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{DKN4MFFD3EU6H5QK2WWSUSOMSE}

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	2026-07-05T09:22:21.073324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a9bc614a3d929e3f60ad5ad2a49cc912c9664b803b2cc95f27efa1dcdfd68f0

Aliases

arxiv: 2408.05541 · arxiv_version: 2408.05541v2 · doi: 10.48550/arxiv.2408.05541 · pith_short_12: DKN4MFFD3EU6 · pith_short_16: DKN4MFFD3EU6H5QK · pith_short_8: DKN4MFFD

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/DKN4MFFD3EU6H5QK2WWSUSOMSE \
  | 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: 1a9bc614a3d929e3f60ad5ad2a49cc912c9664b803b2cc95f27efa1dcdfd68f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ad111b462f366e371d55e0f823bf83eac3c055debd2ecf7dda7ad9cdd36d08d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-10T12:44:49Z",
    "title_canon_sha256": "34c5b478a059d762ec09bb17c7ade5cdc2d80ce5f7df8db3e0a85160b5818088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05541",
    "kind": "arxiv",
    "version": 2
  }
}