Pith Number

pith:KAOZRR2V

pith:2026:KAOZRR2VK74QUDWUTL3VSY5XBU

not attested not anchored not stored refs pending

Task-Awareness Improves LLM Generations and Uncertainty

Dominik Fuchsgruber, Stephan G\"unnemann, Tim Tomov

arxiv:2601.21500 v2 · 2026-01-29 · 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{KAOZRR2VK74QUDWUTL3VSY5XBU}

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

1 paper in Pith

Task-Aware Calibration: Provably Optimal Decoding in LLMs

Receipt and verification

First computed	2026-05-25T02:02:12.819484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

501d98c75557f90a0ed49af75963b70d339f5b14a5c21a3787cd97445fdff815

Aliases

arxiv: 2601.21500 · arxiv_version: 2601.21500v2 · doi: 10.48550/arxiv.2601.21500 · pith_short_12: KAOZRR2VK74Q · pith_short_16: KAOZRR2VK74QUDWU · pith_short_8: KAOZRR2V

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/KAOZRR2VK74QUDWUTL3VSY5XBU \
  | 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: 501d98c75557f90a0ed49af75963b70d339f5b14a5c21a3787cd97445fdff815

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1eb93eed65eacb5512404ce646fdfc81f4d2afb79f0427257cd76ab6b28eeca7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-29T10:16:23Z",
    "title_canon_sha256": "72e5ba4d4076b0a0b0c694db2c503e320ae713d82041a41c4352c0d0600ecd8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.21500",
    "kind": "arxiv",
    "version": 2
  }
}