Pith Number

pith:BIEKULCU

pith:2024:BIEKULCU66ZX7AXJBJP3XNPPKF

not attested not anchored not stored refs pending

LLM Processes: Numerical Predictive Distributions Conditioned on Natural Language

Dami Choi, David Duvenaud, James Requeima, John Bronskill, Richard E. Turner

arxiv:2405.12856 v5 · 2024-05-21 · stat.ML · cs.CL · 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{BIEKULCU66ZX7AXJBJP3XNPPKF}

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

3 papers in Pith

ForecastBench-Sim: A Simulated-World Forecasting Benchmark

VESTA: Visual Exploration with Statistical Tool Agents

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T09:52:11.769528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a08aa2c54f7b37f82e90a5fbbb5ef5178d0b7471a02af6b78a8967eacc81b35

Aliases

arxiv: 2405.12856 · arxiv_version: 2405.12856v5 · doi: 10.48550/arxiv.2405.12856 · pith_short_12: BIEKULCU66ZX · pith_short_16: BIEKULCU66ZX7AXJ · pith_short_8: BIEKULCU

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/BIEKULCU66ZX7AXJBJP3XNPPKF \
  | 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: 0a08aa2c54f7b37f82e90a5fbbb5ef5178d0b7471a02af6b78a8967eacc81b35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94f6d69ca9f72a31ff007b92fc40596be5f9943a6e683acc518e73513e7fab51",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-21T15:13:12Z",
    "title_canon_sha256": "6caa78b31daf41f4b4620faf6b3aa8dc290d21f3af26125e5f82373d828894fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12856",
    "kind": "arxiv",
    "version": 5
  }
}