Pith Number

pith:SSOE3XGN

pith:2022:SSOE3XGNNLNNIHDE3SAVIM6Z4J

not attested not anchored not stored refs pending

A Survey of Deep Learning for Mathematical Reasoning

Kai-Wei Chang, Liang Qiu, Pan Lu, Sean Welleck, Wenhao Yu

arxiv:2212.10535 v2 · 2022-12-20 · cs.AI · cs.CL · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SSOE3XGNNLNNIHDE3SAVIM6Z4J}

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

3 papers in Pith

ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

A Survey of Large Language Models

Receipt and verification

First computed	2026-07-05T06:23:37.423971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

949c4ddccd6adad41c64dc815433d9e26f1386cb917e69bc5414938a7c6ef65e

Aliases

arxiv: 2212.10535 · arxiv_version: 2212.10535v2 · doi: 10.48550/arxiv.2212.10535 · pith_short_12: SSOE3XGNNLNN · pith_short_16: SSOE3XGNNLNNIHDE · pith_short_8: SSOE3XGN

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/SSOE3XGNNLNNIHDE3SAVIM6Z4J \
  | 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: 949c4ddccd6adad41c64dc815433d9e26f1386cb917e69bc5414938a7c6ef65e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b459811f83ceb2f48df16391a989292a831a5bcda6c3453120d1e83d9c175032",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-12-20T18:46:16Z",
    "title_canon_sha256": "2d833e576659098b1eb14fb1eeca8196d4fdaf0ec1f671a7820387214c52080a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10535",
    "kind": "arxiv",
    "version": 2
  }
}