Pith Number

pith:MAZPC4R6

pith:2024:MAZPC4R6LBCPOFRXPOY7RG3CRQ

not attested not anchored not stored refs pending

Prompting or Fine-tuning? Exploring Large Language Models for Causal Graph Validation

Nina Holsmoelle, Yuni Susanti

arxiv:2406.16899 v2 · 2024-05-29 · 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{MAZPC4R6LBCPOFRXPOY7RG3CRQ}

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

GraphRAG-Causal: A novel graph-augmented framework for causal reasoning and annotation in news

Receipt and verification

First computed	2026-07-05T10:49:06.782633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6032f1723e5844f716377bb1f89b628c311de82840b8c952b92db4e9a75096b7

Aliases

arxiv: 2406.16899 · arxiv_version: 2406.16899v2 · doi: 10.48550/arxiv.2406.16899 · pith_short_12: MAZPC4R6LBCP · pith_short_16: MAZPC4R6LBCPOFRX · pith_short_8: MAZPC4R6

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/MAZPC4R6LBCPOFRXPOY7RG3CRQ \
  | 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: 6032f1723e5844f716377bb1f89b628c311de82840b8c952b92db4e9a75096b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0109a0a6c2b81ae7a8e62622740c806d82bba024031d8c7dc49194ebead5e0a4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-29T09:06:18Z",
    "title_canon_sha256": "e2ec18ca7d30ba41a0c69c02a514b64fae43be994ee1e5031f25a737f7cca022"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16899",
    "kind": "arxiv",
    "version": 2
  }
}