Pith Number

pith:MMITW4YH

pith:2025:MMITW4YHDAD4YYBMXAM2EJMGY6

not attested not anchored not stored refs pending

Enough Coin Flips Can Make LLMs Act Bayesian

Dan Klein, David M. Chan, Eric Wang, Jiaxin Ge, Ritwik Gupta, Rodolfo Corona, Trevor Darrell

arxiv:2503.04722 v2 · 2025-03-06 · cs.CL · 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{MMITW4YHDAD4YYBMXAM2EJMGY6}

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

4 papers in Pith

Pre-trained Large Language Models Learn Hidden Markov Models In-context

Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling

Beyond Facts: Benchmarking Distributional Reading Comprehension in Large Language Models

EviCare: Enhancing Diagnosis Prediction with Deep Model-Guided Evidence for In-Context Reasoning

Receipt and verification

First computed	2026-07-05T11:29:07.825006Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63113b73071807cc602cb819a22586c78bc07d370b2f6923eb0a3a7c92ad6f69

Aliases

arxiv: 2503.04722 · arxiv_version: 2503.04722v2 · doi: 10.48550/arxiv.2503.04722 · pith_short_12: MMITW4YHDAD4 · pith_short_16: MMITW4YHDAD4YYBM · pith_short_8: MMITW4YH

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/MMITW4YHDAD4YYBMXAM2EJMGY6 \
  | 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: 63113b73071807cc602cb819a22586c78bc07d370b2f6923eb0a3a7c92ad6f69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c3093be0f8a55b9f0592d3262aee197fded73b83da17e9eee9433d0a3e4a206",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-06T18:59:23Z",
    "title_canon_sha256": "c218361e1991ddc254b45efd1e90d41811917b0655cc73a8886579897c387923"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04722",
    "kind": "arxiv",
    "version": 2
  }
}