Pith Number

pith:XNCSOJBC

pith:2024:XNCSOJBCTBXOSEG7MAHWLZMALL

not attested not anchored not stored refs pending

Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models

Acyr Locatelli, Dwarak Talupuru, Edward Grefenstette, Juhan Bae, Laura Ruis, Max Bartolo, Maximilian Mozes, Robert Kirk, Siddhartha Rao Kamalakara, Tim Rockt\"aschel

arxiv:2411.12580 v2 · 2024-11-19 · 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{XNCSOJBCTBXOSEG7MAHWLZMALL}

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

Quantifying the Agreement Between Data-Influence and Data-Similarity to Understand LLM Behavior

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions

Receipt and verification

First computed	2026-07-05T10:25:14.036198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb45272422986ee910df600f65e5805af9a1047e2f80b4668514fc64b64787b1

Aliases

arxiv: 2411.12580 · arxiv_version: 2411.12580v2 · doi: 10.48550/arxiv.2411.12580 · pith_short_12: XNCSOJBCTBXO · pith_short_16: XNCSOJBCTBXOSEG7 · pith_short_8: XNCSOJBC

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/XNCSOJBCTBXOSEG7MAHWLZMALL \
  | 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: bb45272422986ee910df600f65e5805af9a1047e2f80b4668514fc64b64787b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05426405b7d5279e8a65cd35141df8c39b0670be823b4c41948d4f693e398374",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-19T15:47:12Z",
    "title_canon_sha256": "1a0711b5a7aa216e4e339307d143e20dc5719d7e2d4887825e9f2540c95e0ec9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12580",
    "kind": "arxiv",
    "version": 2
  }
}