Pith. sign in
Pith Number

pith:EPD7KZJA

pith:2025:EPD7KZJAWYLFCO2UEGUJ7U7Q5L
not attested not anchored not stored refs pending

Scaling Laws for State Dynamics in Large Language Models

Fahad Samman, Jacob X Li, Jazlyn Lin, Jessica Wan, Shreyas S Raman

arxiv:2505.14892 v1 · 2025-05-20 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EPD7KZJAWYLFCO2UEGUJ7U7Q5L}

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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.
Receipt and verification
First computed 2026-07-05T11:06:36.988601Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

23c7f56520b616513b5421a89fd3f0eac79014a152c08a75478ce2a917161511

Aliases

arxiv: 2505.14892 · arxiv_version: 2505.14892v1 · doi: 10.48550/arxiv.2505.14892 · pith_short_12: EPD7KZJAWYLF · pith_short_16: EPD7KZJAWYLFCO2U · pith_short_8: EPD7KZJA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EPD7KZJAWYLFCO2UEGUJ7U7Q5L \
  | 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: 23c7f56520b616513b5421a89fd3f0eac79014a152c08a75478ce2a917161511
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a5c2581ac8b11fb5b32654a15fa0d0e662ddc411d5ac5f5e0e2cb2d031b502f7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-20T20:38:21Z",
    "title_canon_sha256": "9cdf17f401667c248ff44cc0054c67a1d1eff61f51c8112cecf8e1434bd61c0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14892",
    "kind": "arxiv",
    "version": 1
  }
}