Pith Number

pith:CCXZ5FRG

pith:2024:CCXZ5FRGHQAGEH3FIF62MDHEZX

not attested not anchored not stored refs pending

Resolving Discrepancies in Compute-Optimal Scaling of Language Models

Jenia Jitsev, Ludwig Schmidt, Mitchell Wortsman, Tomer Porian, Yair Carmon

arxiv:2406.19146 v4 · 2024-06-27 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{CCXZ5FRGHQAGEH3FIF62MDHEZX}

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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.

Cited by

6 papers in Pith

On the Nonlinearity of Learning Rate Scaling for LLM Training

How Much Is a Dataset Worth? Scaling Laws, the Vendi Score, and Matrix Spectral Functions

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

The Art of Scaling Reinforcement Learning Compute for LLMs

Scaling Laws for Mixture Pretraining Under Data Constraints

Receipt and verification

First computed	2026-07-05T10:02:47.844049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10af9e96263c00621f65417da60ce4cdd92b557fbaac298115782176dd53f4bc

Aliases

arxiv: 2406.19146 · arxiv_version: 2406.19146v4 · doi: 10.48550/arxiv.2406.19146 · pith_short_12: CCXZ5FRGHQAG · pith_short_16: CCXZ5FRGHQAGEH3F · pith_short_8: CCXZ5FRG

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/CCXZ5FRGHQAGEH3FIF62MDHEZX \
  | 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: 10af9e96263c00621f65417da60ce4cdd92b557fbaac298115782176dd53f4bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7427e5c1593a96552d423a26d8779d79d385309c5ce80184f8a7a94a9fbad487",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-27T13:02:43Z",
    "title_canon_sha256": "ef61a420d977a767c2a26251932c53d8360eb028575ca597756d4ab0cba5f9a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19146",
    "kind": "arxiv",
    "version": 4
  }
}