Pith Number

pith:JA7K6A3T

pith:2025:JA7K6A3TJ3K262GU2XHHRK7IIB

not attested not anchored not stored refs pending

Advancing Event Forecasting through Massive Training of Large Language Models: Challenges, Solutions, and Broader Impacts

Donghyun Kwak, Noah Y. Siegel, Sang-Woo Lee, Sohee Yang

arxiv:2507.19477 v1 · 2025-07-25 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JA7K6A3TJ3K262GU2XHHRK7IIB}

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

Building Social World Models with Large Language Models

Scattered Hypothesis Generation for Open-Ended Event Forecasting

Receipt and verification

First computed	2026-07-05T11:43:25.952531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

483eaf03734ed5af68d4d5ce78abe8406e7ed344dbe76b2554b552594597196f

Aliases

arxiv: 2507.19477 · arxiv_version: 2507.19477v1 · doi: 10.48550/arxiv.2507.19477 · pith_short_12: JA7K6A3TJ3K2 · pith_short_16: JA7K6A3TJ3K262GU · pith_short_8: JA7K6A3T

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/JA7K6A3TJ3K262GU2XHHRK7IIB \
  | 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: 483eaf03734ed5af68d4d5ce78abe8406e7ed344dbe76b2554b552594597196f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30ec2c08fe21565939a4764d3c2678883ad28d3d3732f12f995dfaf54ea226fd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-25T17:59:13Z",
    "title_canon_sha256": "dfc0dbd75d1037863c42bbf941846a8fca0431b3e5bed884aa3c4e0ff84fc38f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.19477",
    "kind": "arxiv",
    "version": 1
  }
}