Pith Number

pith:HEK7RUC7

pith:2025:HEK7RUC7X5BLZH33LLWE3VVVPN

not attested not anchored not stored refs pending

DONOD: Efficient and Generalizable Instruction Fine-Tuning for LLMs via Model-Intrinsic Dataset Pruning

Dongzhan Zhou, Jucheng Hu, Lijun Wu, Surong Yang

arxiv:2504.14810 v2 · 2025-04-21 · cs.AI · 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{HEK7RUC7X5BLZH33LLWE3VVVPN}

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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

Multimodal-Guided Dynamic Dataset Pruning for Robust and Efficient Data-Centric Learning

Receipt and verification

First computed	2026-07-05T11:50:34.956076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3915f8d05fbf42bc9f7b5aec4dd6b57b43c1e89f1b46d5e8ceb1099b24830344

Aliases

arxiv: 2504.14810 · arxiv_version: 2504.14810v2 · doi: 10.48550/arxiv.2504.14810 · pith_short_12: HEK7RUC7X5BL · pith_short_16: HEK7RUC7X5BLZH33 · pith_short_8: HEK7RUC7

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/HEK7RUC7X5BLZH33LLWE3VVVPN \
  | 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: 3915f8d05fbf42bc9f7b5aec4dd6b57b43c1e89f1b46d5e8ceb1099b24830344

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e66d505621d4aaade126d86521f81915a35e075b0c3ee00b87edf5d37b47ad8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-21T02:25:03Z",
    "title_canon_sha256": "29ed230329e04c12968858fa1596cc5cac6d87cbdebea89b1ef964707d34d577"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14810",
    "kind": "arxiv",
    "version": 2
  }
}