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Pith Number

pith:7IA4BHL4

pith:2026:7IA4BHL4UEC2RVCV7C5DXOXVKS
not attested not anchored not stored refs pending

Teaching a Large Language Model Tutor to Withhold the Answer: A Supervisor Architecture and an Evidence-Driven Method for Tuning Socratic Behavior

Yusuf Pisan

arxiv:2608.12292 v1 · 2026-08-12 · cs.CY

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\usepackage{pith}
\pithnumber{7IA4BHL4UEC2RVCV7C5DXOXVKS}

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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.
Receipt and verification
First computed 2026-08-13T01:30:44.058976Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fa01c09d7ca105a8d455f8ba3bbaf55497c60e32a3a29e17c914d9aeafb239eb

Aliases

arxiv: 2608.12292 · arxiv_version: 2608.12292v1 · doi: 10.48550/arxiv.2608.12292 · pith_short_12: 7IA4BHL4UEC2 · pith_short_16: 7IA4BHL4UEC2RVCV · pith_short_8: 7IA4BHL4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7IA4BHL4UEC2RVCV7C5DXOXVKS \
  | 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: fa01c09d7ca105a8d455f8ba3bbaf55497c60e32a3a29e17c914d9aeafb239eb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "68971e143537f56c2ce2d7563092fff7dbe0fb8a7182b530e98a4c5a86711560",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2026-08-12T17:35:58Z",
    "title_canon_sha256": "006b4c993a38e398dc69223a788cd2f7f009b79456bf3ba0bac222437be06127"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.12292",
    "kind": "arxiv",
    "version": 1
  }
}