Pith Number

pith:WBWSY3Y2

pith:2024:WBWSY3Y2EATIRNNLBFQAFWWJZU

not attested not anchored not stored refs pending

Let's Think Var-by-Var: Large Language Models Enable Ad Hoc Probabilistic Reasoning

Brian Lu, Jason Eisner, Shepard Xia

arxiv:2412.02081 v1 · 2024-12-03 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WBWSY3Y2EATIRNNLBFQAFWWJZU}

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

Modeling Open-World Cognition as On-Demand Synthesis of Probabilistic Models

Receipt and verification

First computed	2026-07-05T09:43:43.681817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b06d2c6f1a202688b5ab096002dac9cd02d1c7c731fbbd0ab5820e8b3cba72ba

Aliases

arxiv: 2412.02081 · arxiv_version: 2412.02081v1 · doi: 10.48550/arxiv.2412.02081 · pith_short_12: WBWSY3Y2EATI · pith_short_16: WBWSY3Y2EATIRNNL · pith_short_8: WBWSY3Y2

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/WBWSY3Y2EATIRNNLBFQAFWWJZU \
  | 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: b06d2c6f1a202688b5ab096002dac9cd02d1c7c731fbbd0ab5820e8b3cba72ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0688c8bec836e3023873e5a97f119d598c03cf0c61ba3a3d297f946bb18a2609",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-03T01:53:06Z",
    "title_canon_sha256": "ecfff2f01d0cc7cb2bf378af6495c17f94670a4b3b952b52709f7fd151525768"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02081",
    "kind": "arxiv",
    "version": 1
  }
}