Pith Number

pith:ERRPQ2DF

pith:2023:ERRPQ2DF2DCJZ52XXBFDZ7G2GU

not attested not anchored not stored refs pending

Zero-shot Causal Graph Extrapolation from Text via LLMs

Alessandro Antonucci, Gregorio Piqu\'e, Marco Zaffalon

arxiv:2312.14670 v1 · 2023-12-22 · 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{ERRPQ2DF2DCJZ52XXBFDZ7G2GU}

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

Implicit Causal Graph Construction in Text via Chain Discovery

ORCA: An End-to-End Interactive Copilot for Optimized Root Cause Analysis

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models

Receipt and verification

First computed	2026-07-05T07:27:18.363558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2462f86865d0c49cf757b84a3cfcda353009f1657f22244d631fb4ff670b905d

Aliases

arxiv: 2312.14670 · arxiv_version: 2312.14670v1 · doi: 10.48550/arxiv.2312.14670 · pith_short_12: ERRPQ2DF2DCJ · pith_short_16: ERRPQ2DF2DCJZ52X · pith_short_8: ERRPQ2DF

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/ERRPQ2DF2DCJZ52XXBFDZ7G2GU \
  | 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: 2462f86865d0c49cf757b84a3cfcda353009f1657f22244d631fb4ff670b905d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce28024c009be10b0cf35e924e16e8a2c317e17c66aa7385ee1e977acf288584",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-22T13:14:38Z",
    "title_canon_sha256": "43301191410f14b8c8e1bfabd279c0191ec12d23d84cb27e9ab74c26b379cab7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14670",
    "kind": "arxiv",
    "version": 1
  }
}