Pith Number

pith:KOJWUW4J

pith:2024:KOJWUW4JWU7SF3ZH3TIF64QBNQ

not attested not anchored not stored refs pending

What Makes In-context Learning Effective for Mathematical Reasoning: A Theoretical Analysis

Chaokun Wang, ChengXiang Zhai, Enhong Chen, Jiayu Liu, Xunpeng Huang, Zhenya Huang

arxiv:2412.12157 v1 · 2024-12-11 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KOJWUW4JWU7SF3ZH3TIF64QBNQ}

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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

LLMs with in-context learning for Algorithmic Theoretical Physics

Receipt and verification

First computed	2026-07-05T09:50:10.707221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53936a5b89b53f22ef27dcd05f72016c03e5a2110afe12cac6fe9396eb19350d

Aliases

arxiv: 2412.12157 · arxiv_version: 2412.12157v1 · doi: 10.48550/arxiv.2412.12157 · pith_short_12: KOJWUW4JWU7S · pith_short_16: KOJWUW4JWU7SF3ZH · pith_short_8: KOJWUW4J

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/KOJWUW4JWU7SF3ZH3TIF64QBNQ \
  | 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: 53936a5b89b53f22ef27dcd05f72016c03e5a2110afe12cac6fe9396eb19350d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0198fbe523de045c50d2fdff7e6789154339a8d09c41a17674e34a4003df25d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-11T11:38:11Z",
    "title_canon_sha256": "892e0a2482bb937cd36e99446186edae4f57c2fcc12b74728124a61a08db76e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12157",
    "kind": "arxiv",
    "version": 1
  }
}