Pith Number

pith:4RY3WEJC

pith:2022:4RY3WEJCESNQ5PQR3BPZ4BM5FB

not attested not anchored not stored refs pending

STaR: Bootstrapping Reasoning With Reasoning

Eric Zelikman, Jesse Mu, Noah D. Goodman, Yuhuai Wu

arxiv:2203.14465 v2 · 2022-03-28 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4RY3WEJCESNQ5PQR3BPZ4BM5FB}

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

39 papers in Pith

RL Post-Training Builds Compositional Reasoning Strategies

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems

Predicate Importance Estimation and Decoupled Rationale-Score Distillation for Entity Alignment

A Verifiable Search Is Not a Learnable Chain-of-Thought

Receipt and verification

First computed	2026-07-05T04:24:59.082982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e471bb1122249b0ebe11d85f9e059d285aee682fa03306313a40a8ac589b9ab8

Aliases

arxiv: 2203.14465 · arxiv_version: 2203.14465v2 · doi: 10.48550/arxiv.2203.14465 · pith_short_12: 4RY3WEJCESNQ · pith_short_16: 4RY3WEJCESNQ5PQR · pith_short_8: 4RY3WEJC

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/4RY3WEJCESNQ5PQR3BPZ4BM5FB \
  | 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: e471bb1122249b0ebe11d85f9e059d285aee682fa03306313a40a8ac589b9ab8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e7333fe783ef254c3bd71158b52c2dcd96d73192b00d6f5cbbf3dbdf621f6d6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-28T03:12:15Z",
    "title_canon_sha256": "c3b5f7cc873770b6d7c24ec9e5fbe464f5f9cdafe7a2d7c07750df45618a3379"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.14465",
    "kind": "arxiv",
    "version": 2
  }
}