Pith Number

pith:S75Z52Z5

pith:2025:S75Z52Z54PHUOLL7BKEQWXSQGA

not attested not anchored not stored refs pending

From Calibration to Collaboration: LLM Uncertainty Quantification Should Be More Human-Centered

Jesse Thomason, Siddartha Devic, Tejas Srinivasan, Vatsal Sharan, Willie Neiswanger

arxiv:2506.07461 v1 · 2025-06-09 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S75Z52Z54PHUOLL7BKEQWXSQGA}

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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

7 papers in Pith

Testing LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks

Clustered Self-Assessment: A Simple yet Effective Method for Uncertainty Quantification in Large Language Models

Learning to Decide with AI Assistance under Human-Alignment

Evaluating the Relevance of Uncertainty Estimators for LLM Hallucination

TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T11:18:27.746180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97fb9eeb3de3cf472d7f0a890b5e5030015038670c21eedba16d51f250ba2cb1

Aliases

arxiv: 2506.07461 · arxiv_version: 2506.07461v1 · doi: 10.48550/arxiv.2506.07461 · pith_short_12: S75Z52Z54PHU · pith_short_16: S75Z52Z54PHUOLL7 · pith_short_8: S75Z52Z5

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/S75Z52Z54PHUOLL7BKEQWXSQGA \
  | 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: 97fb9eeb3de3cf472d7f0a890b5e5030015038670c21eedba16d51f250ba2cb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2b919a36af14990055234a131c211f8cb7fa5aef172b8cf0f48b192b4ee0c9f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-09T06:10:04Z",
    "title_canon_sha256": "dd59976a3d805e50770beb86bacad279bc5c234213bac5276217c189c347b7d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07461",
    "kind": "arxiv",
    "version": 1
  }
}