Pith Number

pith:5Y6YZ5RF

pith:2024:5Y6YZ5RFKT2NRMVM3P634FGUI6

not attested not anchored not stored refs pending

Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs

Anit Kumar Sahu, Feiyang Kang, Himanshu Jahagirdar, Hoang Anh Just, Rongxing Du, Ruoxi Jia, Yifan Sun, Yuanzhi Zhang

arxiv:2405.02774 v1 · 2024-05-05 · cs.LG · cs.AI · 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{5Y6YZ5RFKT2NRMVM3P634FGUI6}

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	2026-07-05T08:15:53.563033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee3d8cf62554f4d8b2acdbfdbe14d447abf8d8550305b3fde58fb0d93b09efd3

Aliases

arxiv: 2405.02774 · arxiv_version: 2405.02774v1 · doi: 10.48550/arxiv.2405.02774 · pith_short_12: 5Y6YZ5RFKT2N · pith_short_16: 5Y6YZ5RFKT2NRMVM · pith_short_8: 5Y6YZ5RF

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/5Y6YZ5RFKT2NRMVM3P634FGUI6 \
  | 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: ee3d8cf62554f4d8b2acdbfdbe14d447abf8d8550305b3fde58fb0d93b09efd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f980f494db408d996e34c2890a3f3bf1e8540a60574d9392bf84ab4bdd7cb0f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-05T00:08:00Z",
    "title_canon_sha256": "a36845e821a9fcf54dff432bfd64ca59b3cafc1a37dc5ba3baad9bbfb172cb8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.02774",
    "kind": "arxiv",
    "version": 1
  }
}