Pith Number

pith:J2ZGI2I7

pith:2023:J2ZGI2I7DGVP5K67PW5E6TWIZP

not attested not anchored not stored refs pending

How well do Large Language Models perform in Arithmetic tasks?

Chuanqi Tan, Hongyi Yuan, Songfang Huang, Wei Wang, Zheng Yuan

arxiv:2304.02015 v1 · 2023-03-16 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{J2ZGI2I7DGVP5K67PW5E6TWIZP}

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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

5 papers in Pith

The Shape of Addition: Geometric Structures of Arithmetic in Large Language Models

DEL: Digit Entropy Loss for Numerical Learning of Large Language Models

Scaling Relationship on Learning Mathematical Reasoning with Large Language Models

Multiplication in Multimodal LLMs: Computation with Text, Image, and Audio Inputs

Evolvable Embodied Agent for Robotic Manipulation via Long Short-Term Reflection and Optimization

Receipt and verification

First computed	2026-07-05T05:58:21.151931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4eb264691f19aafeabdf7dba4f4ec8cbe0379872c8867d9f10848de6de3c33c2

Aliases

arxiv: 2304.02015 · arxiv_version: 2304.02015v1 · doi: 10.48550/arxiv.2304.02015 · pith_short_12: J2ZGI2I7DGVP · pith_short_16: J2ZGI2I7DGVP5K67 · pith_short_8: J2ZGI2I7

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/J2ZGI2I7DGVP5K67PW5E6TWIZP \
  | 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: 4eb264691f19aafeabdf7dba4f4ec8cbe0379872c8867d9f10848de6de3c33c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db31b758088e5e9a3fa0f96de54eebf93899ff6fa592c4cf06a6227c633cacfc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-16T09:28:15Z",
    "title_canon_sha256": "0cc23cc2ccf485a8080603358ed8d08a1c81bbb24a5d918394c5a98323ada7e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.02015",
    "kind": "arxiv",
    "version": 1
  }
}