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Pith Number

pith:XR2WMGCW

pith:2023:XR2WMGCW7E2SMTQWCXZEDKVXTW
not attested not anchored not stored refs pending

Large Language Models' Understanding of Math: Source Criticism and Extrapolation

Roozbeh Yousefzadeh, Xuenan Cao

arxiv:2311.07618 v1 · 2023-11-12 · cs.LG · cs.AI · cs.CL · math.HO

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\usepackage{pith}
\pithnumber{XR2WMGCW7E2SMTQWCXZEDKVXTW}

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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

Receipt and verification
First computed 2026-07-05T07:12:21.171752Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bc75661856f935264e1615f241aab79db905734d1f0d8e55bac8d320312df97b

Aliases

arxiv: 2311.07618 · arxiv_version: 2311.07618v1 · doi: 10.48550/arxiv.2311.07618 · pith_short_12: XR2WMGCW7E2S · pith_short_16: XR2WMGCW7E2SMTQW · pith_short_8: XR2WMGCW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XR2WMGCW7E2SMTQWCXZEDKVXTW \
  | 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: bc75661856f935264e1615f241aab79db905734d1f0d8e55bac8d320312df97b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d6a3ad984c44dc4eaec449e94edfd211ed2f6bdde80f96ce91209d2f504bed5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "math.HO"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-12T07:52:32Z",
    "title_canon_sha256": "4c540d676a994b0f2d37b08f271b02e5c81cf3c4736bbb9b4892cdc42ee458d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07618",
    "kind": "arxiv",
    "version": 1
  }
}