Pith Number

pith:FSBVO47Y

pith:2025:FSBVO47YPF2NT3N5E4UNCMX2HD

not attested not anchored not stored refs pending

LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws

Matthias Bethge, Prasanna Mayilvahanan, Sayak Mallick, Thadd\"aus Wiedemer, Wieland Brendel

arxiv:2502.12120 v3 · 2025-02-17 · 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{FSBVO47YPF2NT3N5E4UNCMX2HD}

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	2026-05-21T01:05:04.408522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c835773f87974d9edbd2728d132fa38db327fab110c3dcf17b961126d487390

Aliases

arxiv: 2502.12120 · arxiv_version: 2502.12120v3 · doi: 10.48550/arxiv.2502.12120 · pith_short_12: FSBVO47YPF2N · pith_short_16: FSBVO47YPF2NT3N5 · pith_short_8: FSBVO47Y

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/FSBVO47YPF2NT3N5E4UNCMX2HD \
  | 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: 2c835773f87974d9edbd2728d132fa38db327fab110c3dcf17b961126d487390

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d10e906da89724f7de4cf358c471a9eb074ae8adb67ebe3820934bbcb338e12",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T18:45:25Z",
    "title_canon_sha256": "cc4618a395ac64e37ac649fa3515b9697d3aebedf057c2f666392e8ec6f108e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12120",
    "kind": "arxiv",
    "version": 3
  }
}