Pith Number

pith:JFUO5EVB

pith:2025:JFUO5EVBOZCOIU2KCCYNJAS3VQ

not attested not anchored not stored refs pending

Semantic Probabilistic Control of Language Models

Catarina G Belem, Kareem Ahmed, Padhraic Smyth, Sameer Singh

arxiv:2505.01954 v1 · 2025-05-04 · 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{JFUO5EVBOZCOIU2KCCYNJAS3VQ}

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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

RefineStat: Efficient Exploration for Probabilistic Program Synthesis

Receipt and verification

First computed	2026-07-05T10:58:29.224586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4968ee92a17644e4534a10b0d4825bac1721716613d34ec6c525232a7c3c622f

Aliases

arxiv: 2505.01954 · arxiv_version: 2505.01954v1 · doi: 10.48550/arxiv.2505.01954 · pith_short_12: JFUO5EVBOZCO · pith_short_16: JFUO5EVBOZCOIU2K · pith_short_8: JFUO5EVB

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/JFUO5EVBOZCOIU2KCCYNJAS3VQ \
  | 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: 4968ee92a17644e4534a10b0d4825bac1721716613d34ec6c525232a7c3c622f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5a037f50056e7001c7fe5fbc434115149846de15c582a387615375a6b1c1f4f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-04T01:21:28Z",
    "title_canon_sha256": "ef5ac091fc75a4ba91933c08eb6155382f85b3c67dac52b387e0cba09743c170"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01954",
    "kind": "arxiv",
    "version": 1
  }
}