Pith Number

pith:GL22QTFI

pith:2025:GL22QTFIFQ77Q4OSUZKOBHH2JK

not attested not anchored not stored refs pending

Scaling up the think-aloud method

Ben Prystawski, Cedegao E. Zhang, Daniel Wurgaft, Joshua B. Tenenbaum, Kanishk Gandhi, Noah D. Goodman

arxiv:2505.23931 v1 · 2025-05-29 · 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{GL22QTFIFQ77Q4OSUZKOBHH2JK}

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

Leveraging Speech to Identify Signatures of Insight and Transfer in Problem Solving

Think-Aloud Reshapes Automated Cognitive Model Discovery Beyond Behavior

Receipt and verification

First computed	2026-07-05T11:12:38.584386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32f5a84ca82c3ff871d2a654e09cfa4ab87ea7d56568077dd4a4a4b688859d51

Aliases

arxiv: 2505.23931 · arxiv_version: 2505.23931v1 · doi: 10.48550/arxiv.2505.23931 · pith_short_12: GL22QTFIFQ77 · pith_short_16: GL22QTFIFQ77Q4OS · pith_short_8: GL22QTFI

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/GL22QTFIFQ77Q4OSUZKOBHH2JK \
  | 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: 32f5a84ca82c3ff871d2a654e09cfa4ab87ea7d56568077dd4a4a4b688859d51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3161952aa2e158f4e43bef5db045f15b65d492198ad88dd77b5cdb0a6d0cbf1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-29T18:26:23Z",
    "title_canon_sha256": "41a2fa0678fbf2b08def6a0124081eb16fd7f1d0acbe731d273b87708062dc67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23931",
    "kind": "arxiv",
    "version": 1
  }
}