Pith Number

pith:LAVXGHZ7

pith:2025:LAVXGHZ7EWHGKGKG2BSWOWSUGM

not attested not anchored not stored refs pending

LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning

Chengliang Chai, Nan Tang, Themis Palpanas, Xiaotian Lin, Yanlin Qi, Yizhang Zhu, Yuyu Luo

arxiv:2505.07437 v1 · 2025-05-12 · cs.LG · cs.AI · cs.DB

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LAVXGHZ7EWHGKGKG2BSWOWSUGM}

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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

Scalable Environments Drive Generalizable Agents

Receipt and verification

First computed	2026-07-05T11:01:47.804243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

582b731f3f258e651946d065675a54331c7b8d31ef38b1ad5ca6dc8f009c8afa

Aliases

arxiv: 2505.07437 · arxiv_version: 2505.07437v1 · doi: 10.48550/arxiv.2505.07437 · pith_short_12: LAVXGHZ7EWHG · pith_short_16: LAVXGHZ7EWHGKGKG · pith_short_8: LAVXGHZ7

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/LAVXGHZ7EWHGKGKG2BSWOWSUGM \
  | 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: 582b731f3f258e651946d065675a54331c7b8d31ef38b1ad5ca6dc8f009c8afa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "243d69894553073b925ceea7ad1b939fe0ccb66545e8d9ae5e3788ccf420c74e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-12T10:57:51Z",
    "title_canon_sha256": "d356dd2b2166383354c28645461002109d7cf0c8572e48ee67a52443aca0034a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07437",
    "kind": "arxiv",
    "version": 1
  }
}