Pith Number

pith:54DFO2QK

pith:2025:54DFO2QKJH5RCVJBN4OSRQ6RCC

not attested not anchored not stored refs pending

(Mis)Fitting: A Survey of Scaling Laws

Luke Zettlemoyer, Margaret Li, Sneha Kudugunta

arxiv:2502.18969 v1 · 2025-02-26 · cs.LG · cs.AI · cs.CL · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{54DFO2QKJH5RCVJBN4OSRQ6RCC}

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.

Cited by

2 papers in Pith

The Case for Model Science: Verify, Explore, Steer, Refine

Scaling Self-Play with Self-Guidance

Receipt and verification

First computed	2026-07-05T10:20:24.149585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef06576a0a49fb1155216f1d28c3d110afe5dc356babc3ff7a150e577214f4cd

Aliases

arxiv: 2502.18969 · arxiv_version: 2502.18969v1 · doi: 10.48550/arxiv.2502.18969 · pith_short_12: 54DFO2QKJH5R · pith_short_16: 54DFO2QKJH5RCVJB · pith_short_8: 54DFO2QK

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/54DFO2QKJH5RCVJBN4OSRQ6RCC \
  | 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: ef06576a0a49fb1155216f1d28c3d110afe5dc356babc3ff7a150e577214f4cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06768b150c33f4a8340924d2f8b7262b14c781b016788964d2cfc4f5ffec55c9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T09:27:54Z",
    "title_canon_sha256": "015b74426d899ddf08b6cbd1ca8364d209e625ec294964b59a4de7c285f68896"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18969",
    "kind": "arxiv",
    "version": 1
  }
}