Pith Number

pith:54PJQEHP

pith:2026:54PJQEHPHEZCGIVGSXYHQ6C4PY

not attested not anchored not stored refs pending

Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty

Dongsheng Li, Jeonghye Kim, Minbeom Kim, Sangmook Lee, Xufang Luo, Yuqing Yang

arxiv:2603.15500 v2 · 2026-03-16 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{54PJQEHPHEZCGIVGSXYHQ6C4PY}

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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.

Cited by

1 paper in Pith

Process Supervision of Confidence Margin for Calibrated LLM Reasoning

Receipt and verification

First computed	2026-05-27T02:05:13.678031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef1e9810ef39322322a695f078785c7e2319ce8115c04dc3bdb085d137f5d181

Aliases

arxiv: 2603.15500 · arxiv_version: 2603.15500v2 · doi: 10.48550/arxiv.2603.15500 · pith_short_12: 54PJQEHPHEZC · pith_short_16: 54PJQEHPHEZCGIVG · pith_short_8: 54PJQEHP

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/54PJQEHPHEZCGIVGSXYHQ6C4PY \
  | 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: ef1e9810ef39322322a695f078785c7e2319ce8115c04dc3bdb085d137f5d181

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79aa911dcd485e70c35ef90e83c43b5ff18f25e43cd46400844ada618585f983",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-03-16T16:31:24Z",
    "title_canon_sha256": "41b2fb30a15a4e30d1e80b6e3ea57108e458d6960f1d2d695c6eb50aaad4e334"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.15500",
    "kind": "arxiv",
    "version": 2
  }
}