Pith Number

pith:32HKYTVQ

pith:2026:32HKYTVQEO6DLOXYOXCEDRZ4UZ

not attested not anchored not stored refs resolved

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

Judith E. Fan, Linas Nasvytis

Transferable insights become accessible for verbal report in problem solving.

arxiv:2605.12970 v2 · 2026-05-13 · cs.CL

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\usepackage{pith}
\pithnumber{32HKYTVQEO6DLOXYOXCEDRZ4UZ}

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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.

Claims

C1strongest claim

a hallmark of transferable insights is their accessibility for verbal report, even if the underlying precursors of insight remain difficult to articulate.

C2weakest assumption

That observed differences in speech quantity and content between the Same and Different groups are caused by insight transfer rather than by differences in task familiarity, motivation, or experimenter expectations.

C3one line summary

Transferable insights show up in speech as greater verbal accessibility and spontaneous categorization when the same solution type is repeated across problems.

References

22 extracted · 22 resolved · 0 Pith anchors

[1] and Benally, Camila D

[2] and Echo, Fernando G

[3] and Galli, Hind I

[4] Hakuole, Indra J. , title =

[5] Issa, Jin K. , title =. Example edited volume title , editor =

Formal links

1 machine-checked theorem link

Receipt and verification

First computed	2026-05-18T03:09:08.975932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de8eac4eb023bc35baf875c441c73ca67cfdeb0a1ed3e23ddb24cb05d0382205

Aliases

arxiv: 2605.12970 · arxiv_version: 2605.12970v2 · doi: 10.48550/arxiv.2605.12970 · pith_short_12: 32HKYTVQEO6D · pith_short_16: 32HKYTVQEO6DLOXY · pith_short_8: 32HKYTVQ

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/32HKYTVQEO6DLOXYOXCEDRZ4UZ \
  | 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: de8eac4eb023bc35baf875c441c73ca67cfdeb0a1ed3e23ddb24cb05d0382205

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38cfe3d21b36e5668aa4c05073f7f7ddcece721c0773b604b26ca3be6ce06c10",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-13T04:04:08Z",
    "title_canon_sha256": "220983b0fb2d240dc7b3fff4d31babf34f9e665d2b88e0ea5442e4957f650cb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.12970",
    "kind": "arxiv",
    "version": 2
  }
}