Pith Number

pith:EB6HDFZL

pith:2026:EB6HDFZLFDIAXPE4FZV6PTOP4Q

not attested not anchored not stored refs pending

How Should LLMs Consume High-Quality Data? Optimal Data Scheduling via Quality-Aware Functional Scaling Laws

Jiawei Fu, Shizhe Wu, Xiaoqing Liu, Xili Wang, Zhitao Zhu

arxiv:2605.25698 v1 · 2026-05-25 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EB6HDFZLFDIAXPE4FZV6PTOP4Q}

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	2026-05-26T02:04:51.107202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

207c71972b28d00bbc9c2e6be7cdcfe419501ba4a5ef6225c2e9a0ac2a18d323

Aliases

arxiv: 2605.25698 · arxiv_version: 2605.25698v1 · doi: 10.48550/arxiv.2605.25698 · pith_short_12: EB6HDFZLFDIA · pith_short_16: EB6HDFZLFDIAXPE4 · pith_short_8: EB6HDFZL

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/EB6HDFZLFDIAXPE4FZV6PTOP4Q \
  | 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: 207c71972b28d00bbc9c2e6be7cdcfe419501ba4a5ef6225c2e9a0ac2a18d323

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d64ca422ca91c0cfed8032c35334dc558451f8699f9a16bdb7fd93dad62b453e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-25T10:56:45Z",
    "title_canon_sha256": "c5eaeda72321e8ef2ae354aa23b70f8c1d835a23b9ce81319e5016db7c4d645c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25698",
    "kind": "arxiv",
    "version": 1
  }
}