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Pith Number

pith:46KNRCYB

pith:2025:46KNRCYBWO5K5TBOC3PB2FNCIZ
not attested not anchored not stored refs pending

A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions

Dongxiang Zhang, Gang Chen, Han Wu, Jiahui Duan, Jia Zeng, Jingrong Xie, Jingyan Zhu, Lilin Xu, Mingxuan Yuan, Qingcan Kang, Shisi Guan, Tao Zhong, Wei Shi, WingYin Yu, Xiaojin Fu, Xiongwei Han, Yuan Wang, Ziyang Xiao

arxiv:2508.10047 v1 · 2025-08-12 · 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{46KNRCYBWO5K5TBOC3PB2FNCIZ}

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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

5 papers in Pith

Generating Robust Portfolios of Optimization Models using Large Language Models
Models Can Model, But Can't Bind: Structured Grounding in Text-to-Optimization
Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
AutoOR: Scalably Post-training LLMs to Autoformalize Operations Research Problems
Receipt and verification
First computed 2026-07-05T11:53:29.908943Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e794d88b01b3baaecc2e16de1d15a24665573100a7d9020311163a2ca65cccf5

Aliases

arxiv: 2508.10047 · arxiv_version: 2508.10047v1 · doi: 10.48550/arxiv.2508.10047 · pith_short_12: 46KNRCYBWO5K · pith_short_16: 46KNRCYBWO5K5TBO · pith_short_8: 46KNRCYB
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/46KNRCYBWO5K5TBOC3PB2FNCIZ \
  | 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: e794d88b01b3baaecc2e16de1d15a24665573100a7d9020311163a2ca65cccf5
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "6b14d366606ff3ae60f7b647ab3cbac882e5d2bb2622a92755caa3cb89238216",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-12T06:55:33Z",
    "title_canon_sha256": "0d272ff969769aabb72eafbaaab2a3c625b672a54c67e359835a08c9a09c2cce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10047",
    "kind": "arxiv",
    "version": 1
  }
}