Pith Number

pith:UJZWTMLP

pith:2025:UJZWTMLPXLIU7BCLDPZAX3EZ6Q

not attested not anchored not stored refs pending

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Ge Zhang, Jiacheng Guo, Jianpeng Jiao, Jiashuo Liu, Jiecao Chen, Jingkai Liu, Jinpeng Wang, Jose Blanchet, Kaiyuan Zhang, Liang Hu, Lingyue Yin, Mengdi Wang, Mingren Yin, Shuang Ni, Siyuan Chen, Tianci He, Tianle Cai, Wenhao Huang, Xiang Gao, Xiangsheng Li, Xin Zhou, Xipeng Qiu, Yali Liao, Yang Yang, Yantao Du, Yixiao Tian, Zaiyuan Wang, Zehui Chen, Zhenwei Zhu, Zhiyuan Zeng, Zhoufutu Wen

arxiv:2508.11987 v3 · 2025-08-16 · cs.AI · 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{UJZWTMLPXLIU7BCLDPZAX3EZ6Q}

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

14 papers in Pith

Agentic Time Machine as an Infrastructure for Future-Event Forecasting

Diverse Evidence, Better Forecasts: Multi-Agent Deliberation Under Information Asymmetry

WorldReasoner: Evaluating Whether Language Model Agents Forecast Events with Valid Reasoning

ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment

Forecasting Scientific Progress with Artificial Intelligence

Receipt and verification

First computed	2026-07-05T12:05:20.042288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a27369b16fbad14f844b1bf20bec99f4328604e86ea3b7c6021a92b0d894b5bd

Aliases

arxiv: 2508.11987 · arxiv_version: 2508.11987v3 · doi: 10.48550/arxiv.2508.11987 · pith_short_12: UJZWTMLPXLIU · pith_short_16: UJZWTMLPXLIU7BCL · pith_short_8: UJZWTMLP

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/UJZWTMLPXLIU7BCLDPZAX3EZ6Q \
  | 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: a27369b16fbad14f844b1bf20bec99f4328604e86ea3b7c6021a92b0d894b5bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b9a956d36e0039c7299d3793bd97e5ba7a4084048c35e8433029934a5522eb1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-16T08:54:08Z",
    "title_canon_sha256": "6c77bb37039e0d46b1258095b61ab06411b4029ab240e451d2d0d415527f049b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.11987",
    "kind": "arxiv",
    "version": 3
  }
}