Pith Number

pith:WRQFCMCR

pith:2022:WRQFCMCRT5UV34EB7LQRQA65LE

not attested not anchored not stored refs pending

Co-training Improves Prompt-based Learning for Large Language Models

David Sontag, Hunter Lang, Monica Agrawal, Yoon Kim

arxiv:2202.00828 v1 · 2022-02-02 · cs.CL · cs.AI · 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{WRQFCMCRT5UV34EB7LQRQA65LE}

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

Training Strategies for Efficient Embodied Reasoning

Receipt and verification

First computed	2026-07-05T03:53:28.046779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4605130519f695df081fae11803dd593751aa8219eb936e2f48b2c0ef9944c6

Aliases

arxiv: 2202.00828 · arxiv_version: 2202.00828v1 · doi: 10.48550/arxiv.2202.00828 · pith_short_12: WRQFCMCRT5UV · pith_short_16: WRQFCMCRT5UV34EB · pith_short_8: WRQFCMCR

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/WRQFCMCRT5UV34EB7LQRQA65LE \
  | 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: b4605130519f695df081fae11803dd593751aa8219eb936e2f48b2c0ef9944c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed11857b304e90e52a6454ff2b5b6c2b78196cffe646dcd5b8a272ae3a941d6e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-02-02T00:48:26Z",
    "title_canon_sha256": "9793896cf4db251885a64ad8ed2cd1bbdc48ebc5d390abeddde71265689c3302"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00828",
    "kind": "arxiv",
    "version": 1
  }
}