Pith Number

pith:SEMLB52Z

pith:2023:SEMLB52ZJCJFOCNY75VXJ5C6OV

not attested not anchored not stored refs pending

Can large language models build causal graphs?

Alexandre Pich\'e, Stephanie Long, Tibor Schuster

arxiv:2303.05279 v2 · 2023-03-07 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SEMLB52ZJCJFOCNY75VXJ5C6OV}

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

2 papers in Pith

Causal Discovery in the Era of Agents

Efficient Causal Graph Discovery Using Large Language Models

Receipt and verification

First computed	2026-07-05T07:48:29.037293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9118b0f75948925709b8ff6b74f45e755eea682423b643b71517f1b49cae4848

Aliases

arxiv: 2303.05279 · arxiv_version: 2303.05279v2 · doi: 10.48550/arxiv.2303.05279 · pith_short_12: SEMLB52ZJCJF · pith_short_16: SEMLB52ZJCJFOCNY · pith_short_8: SEMLB52Z

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/SEMLB52ZJCJFOCNY75VXJ5C6OV \
  | 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: 9118b0f75948925709b8ff6b74f45e755eea682423b643b71517f1b49cae4848

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46d8061596c3a383e8f8793936f0abd0cfc7a8dd7abd141ce7414d0605ca27a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-07T22:05:31Z",
    "title_canon_sha256": "95ec7dbd1f29729f2594b33b00ef7ced13564e91aa30ae334c031618d3215fde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.05279",
    "kind": "arxiv",
    "version": 2
  }
}