Pith Number

pith:YG4TVE66

pith:2021:YG4TVE66TKF5V75DZALSEON2E2

not attested not anchored not stored refs pending

A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level

Albert Lu, Avi Shporer, Elizabeth Ke, Eugene Wu, Gilbert Strang, Iddo Drori, Jayson Lynch, Kevin Liu, Leonard Tang, Linda Chen, Nakul Verma, Newman Cheng, Nikhil Singh, Reece Shuttleworth, Roman Wang, Sarah Zhang, Sunny Tran, Taylor L. Patti

arxiv:2112.15594 v4 · 2021-12-31 · 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{YG4TVE66TKF5V75DZALSEON2E2}

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

4 papers in Pith

ORFS-agent: Tool-Using Agents for Chip Design Optimization

Measuring Representation Robustness in Large Language Models for Geometry

PaLM 2 Technical Report

A Survey of Large Language Models

Receipt and verification

First computed	2026-07-05T04:57:02.864255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1b93a93de9a8bdaffa3c8172239ba26aac79186c67129a08f7c26dd6246c788

Aliases

arxiv: 2112.15594 · arxiv_version: 2112.15594v4 · doi: 10.48550/arxiv.2112.15594 · pith_short_12: YG4TVE66TKF5 · pith_short_16: YG4TVE66TKF5V75D · pith_short_8: YG4TVE66

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/YG4TVE66TKF5V75DZALSEON2E2 \
  | 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: c1b93a93de9a8bdaffa3c8172239ba26aac79186c67129a08f7c26dd6246c788

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e011ca9554c8ff6c595ab2bfd29ebb33e8a5b74c2aa303fc549c8a9cc3d4f60",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-31T18:57:31Z",
    "title_canon_sha256": "689f3ebac6443356f853290d607b1c18df3ed4b4a2435bd989ab283c48e9366b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.15594",
    "kind": "arxiv",
    "version": 4
  }
}