Pith Number

pith:PAJTHAK4

pith:2025:PAJTHAK4F2YO3K5GUSZSVSVYEO

not attested not anchored not stored refs pending

LEMMA: Learning from Errors for MatheMatical Advancement in LLMs

Chenlin Ming, Conghui He, Honglin Lin, H. Vicky Zhao, Lijun Wu, Qizhi Pei, Wei Wu, Yu Li, Zhuoshi Pan, Zinan Tang

arxiv:2503.17439 v2 · 2025-03-21 · cs.LG · 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{PAJTHAK4F2YO3K5GUSZSVSVYEO}

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

1 paper in Pith

Can One Domain Help Others? A Data-Centric Study on Multi-Domain Reasoning via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:12:29.808837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

781333815c2eb0edaba6a4b32acab8238bcd16c2a038bd08c625dac4bda6267a

Aliases

arxiv: 2503.17439 · arxiv_version: 2503.17439v2 · doi: 10.48550/arxiv.2503.17439 · pith_short_12: PAJTHAK4F2YO · pith_short_16: PAJTHAK4F2YO3K5G · pith_short_8: PAJTHAK4

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/PAJTHAK4F2YO3K5GUSZSVSVYEO \
  | 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: 781333815c2eb0edaba6a4b32acab8238bcd16c2a038bd08c625dac4bda6267a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "142f58e7349b73c8ed99b9761b1998f6c281d893e42244a8bfe5481288d83f97",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-21T17:59:10Z",
    "title_canon_sha256": "16221da3b640974fc1373ed3bb9ccc86b8837990defe955e7f9c0ed26997f65c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17439",
    "kind": "arxiv",
    "version": 2
  }
}