Pith Number

pith:HTSVOOEQ

pith:2025:HTSVOOEQVB5EMGR5LUF5BF3X5V

not attested not anchored not stored refs pending

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics

Mihai Croicu, Simon Polichinel von der Maase

arxiv:2501.03928 v1 · 2025-01-07 · cs.CY · 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{HTSVOOEQVB5EMGR5LUF5BF3X5V}

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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

Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting

Receipt and verification

First computed	2026-07-05T09:58:03.454190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ce5573890a87a461a3d5d0bd09777ed6e7d6de2214e1016c87c5425bd56e3cf

Aliases

arxiv: 2501.03928 · arxiv_version: 2501.03928v1 · doi: 10.48550/arxiv.2501.03928 · pith_short_12: HTSVOOEQVB5E · pith_short_16: HTSVOOEQVB5EMGR5 · pith_short_8: HTSVOOEQ

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/HTSVOOEQVB5EMGR5LUF5BF3X5V \
  | 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: 3ce5573890a87a461a3d5d0bd09777ed6e7d6de2214e1016c87c5425bd56e3cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c872b50b985595d4e1f3cfa7fa5ae1ab594e5d541f101e6f412affcdb54d3743",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-01-07T16:45:37Z",
    "title_canon_sha256": "556047a8e267c7630cc89171f8ac1fc1af7172169c4db38c0afc118717968bb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03928",
    "kind": "arxiv",
    "version": 1
  }
}