Pith Number

pith:TFFA67HP

pith:2024:TFFA67HPSJ4QQS22R5PMBMABRY

not attested not anchored not stored refs pending

Interpreting and Improving Large Language Models in Arithmetic Calculation

Chaoqun Wan, Jieping Ye, Wei Zhang, Xinmei Tian, Xu Shen, Yiu-ming Cheung, Yonggang Zhang

arxiv:2409.01659 v1 · 2024-09-03 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TFFA67HPSJ4QQS22R5PMBMABRY}

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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

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs

Receipt and verification

First computed	2026-07-05T09:02:32.321244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

994a0f7cef9279084b5a8f5ec0b0018e03ed27e8214b12f74f145fd1cb0f5134

Aliases

arxiv: 2409.01659 · arxiv_version: 2409.01659v1 · doi: 10.48550/arxiv.2409.01659 · pith_short_12: TFFA67HPSJ4Q · pith_short_16: TFFA67HPSJ4QQS22 · pith_short_8: TFFA67HP

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/TFFA67HPSJ4QQS22R5PMBMABRY \
  | 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: 994a0f7cef9279084b5a8f5ec0b0018e03ed27e8214b12f74f145fd1cb0f5134

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc37e728dc78255878f88788d2df475519757a92b4aec522b42f90fd23851580",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-03T07:01:46Z",
    "title_canon_sha256": "220b5853ebab6c772125cbe463581b11b17f2ff7b299ae6d22c63af53d4002c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.01659",
    "kind": "arxiv",
    "version": 1
  }
}