Pith Number

pith:OZQZLIHB

pith:2022:OZQZLIHBMAEGFOPUCKN6Q2YTVJ

not attested not anchored not stored refs pending

Language Model Cascades

Aitor Lewkowycz, Charles Sutton, David Bieber, David Dohan, Henryk Michalewski, Jacob Austin, Jascha Sohl-Dickstein, Kevin Murphy, Raphael Gontijo Lopes, Rif A. Saurous, Winnie Xu, Yuhuai Wu

arxiv:2207.10342 v2 · 2022-07-21 · 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{OZQZLIHBMAEGFOPUCKN6Q2YTVJ}

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

13 papers in Pith

Scaling Participation in Modular AI Systems

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

Solving math word problems with process- and outcome-based feedback

Online Learning-to-Defer with Varying Experts

Density-Ratio Losses for Post-Hoc Learning to Defer

Receipt and verification

First computed	2026-07-05T04:44:21.779175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

766195a0e1600862b9f4129be86b13aa5460a9bd31cac713062bf8e2d3b995ca

Aliases

arxiv: 2207.10342 · arxiv_version: 2207.10342v2 · doi: 10.48550/arxiv.2207.10342 · pith_short_12: OZQZLIHBMAEG · pith_short_16: OZQZLIHBMAEGFOPU · pith_short_8: OZQZLIHB

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/OZQZLIHBMAEGFOPUCKN6Q2YTVJ \
  | 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: 766195a0e1600862b9f4129be86b13aa5460a9bd31cac713062bf8e2d3b995ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85d86750b1b474ea991c0874fd03b33212b47759cd20283ea4093cb1747e572b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-07-21T07:35:18Z",
    "title_canon_sha256": "18eeca57f291c6bad797bb7bda834d4fbc9cccc21c40dd477785a2394c6118de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10342",
    "kind": "arxiv",
    "version": 2
  }
}