Pith Number

pith:AEFKDG3R

pith:2023:AEFKDG3RC7URJGQQSFMIKWD44O

not attested not anchored not stored refs pending

Transformer-Based Language Model Surprisal Predicts Human Reading Times Best with About Two Billion Training Tokens

Byung-Doh Oh, William Schuler

arxiv:2304.11389 v2 · 2023-04-22 · cs.CL

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\usepackage{pith}
\pithnumber{AEFKDG3RC7URJGQQSFMIKWD44O}

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Record completeness

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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

Model Connectomes: A Generational Approach to Data-Efficient Language Models

Receipt and verification

First computed	2026-07-05T07:03:23.457283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

010aa19b7117e9149a10915885587ce3adaabcfc00ba21579f37aa5a1ebc69f1

Aliases

arxiv: 2304.11389 · arxiv_version: 2304.11389v2 · doi: 10.48550/arxiv.2304.11389 · pith_short_12: AEFKDG3RC7UR · pith_short_16: AEFKDG3RC7URJGQQ · pith_short_8: AEFKDG3R

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/AEFKDG3RC7URJGQQSFMIKWD44O \
  | 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: 010aa19b7117e9149a10915885587ce3adaabcfc00ba21579f37aa5a1ebc69f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "517ad3ec74353988e0606326b8e139667f4e48486490984ec2e6166019df3498",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-22T12:50:49Z",
    "title_canon_sha256": "f40ea463470fae3427b4791d53e38e3df022b6725baf21baeab57dce8750b7db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11389",
    "kind": "arxiv",
    "version": 2
  }
}