Pith Number

pith:FJZW7LGB

pith:2025:FJZW7LGBUM3GSZOGCLKQN7S72R

not attested not anchored not stored refs pending

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

Apollinaire Poli Nemkova, Mark V. Albert, Sagnik Ray Choudhury, Sarath Chandra Lingareddy

arxiv:2505.09852 v1 · 2025-05-14 · 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{FJZW7LGBUM3GSZOGCLKQN7S72R}

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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

The Limits of LLM Forecasting: Parametric Knowledge Gaps Across Conflict Zones

Receipt and verification

First computed	2026-07-05T11:03:29.490386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a736facc1a3366965c612d506fe5fd4745faa2e6bc4c414e3a415c12e3e6b76

Aliases

arxiv: 2505.09852 · arxiv_version: 2505.09852v1 · doi: 10.48550/arxiv.2505.09852 · pith_short_12: FJZW7LGBUM3G · pith_short_16: FJZW7LGBUM3GSZOG · pith_short_8: FJZW7LGB

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/FJZW7LGBUM3GSZOGCLKQN7S72R \
  | 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: 2a736facc1a3366965c612d506fe5fd4745faa2e6bc4c414e3a415c12e3e6b76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0ae9e463f7637872ff28aae329f819efd3b0375231e8d8d03c64140999554f7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-14T23:24:22Z",
    "title_canon_sha256": "87e278674fb20e04db6c1540885bd40e1552bb1db05dc02ba4262e4b73ce9a95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09852",
    "kind": "arxiv",
    "version": 1
  }
}