Pith Number

pith:PXTUU57E

pith:2024:PXTUU57EZSCVZNVYNSHQI6AAKI

not attested not anchored not stored refs pending

Frequency Explains the Inverse Correlation of Large Language Models' Size, Training Data Amount, and Surprisal's Fit to Reading Times

Byung-Doh Oh, Shisen Yue, William Schuler

arxiv:2402.02255 v1 · 2024-02-03 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PXTUU57EZSCVZNVYNSHQI6AAKI}

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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

1 paper in Pith

STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability

Receipt and verification

First computed	2026-07-05T07:41:12.596227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7de74a77e4cc855cb6b86c8f047800521f3cff97122e29c9f2be839198fc48d0

Aliases

arxiv: 2402.02255 · arxiv_version: 2402.02255v1 · doi: 10.48550/arxiv.2402.02255 · pith_short_12: PXTUU57EZSCV · pith_short_16: PXTUU57EZSCVZNVY · pith_short_8: PXTUU57E

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/PXTUU57EZSCVZNVYNSHQI6AAKI \
  | 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: 7de74a77e4cc855cb6b86c8f047800521f3cff97122e29c9f2be839198fc48d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb058769ffca3a839714e77c4b175d88721a9f0e9851aba712088037746d182a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-03T20:22:54Z",
    "title_canon_sha256": "bcdda8337f87785b2cc7ec61b124b643e7ff4ed399a5851e4c7e69132072e6a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02255",
    "kind": "arxiv",
    "version": 1
  }
}