Pith Number

pith:PABOQR7U

pith:2022:PABOQR7U627ZVLK4KBONPB6PIQ

not attested not anchored not stored refs pending

Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions

Amin Banitalebi-Dehkordi, Haley Li, Rindranirina Ramamonjison, Shiqi He, Timothy T. Yu, Vishnu Rengan, Yong Zhang, Zirui Zhou

arxiv:2209.15565 v2 · 2022-09-30 · 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{PABOQR7U627ZVLK4KBONPB6PIQ}

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

1 paper in Pith

From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling

Receipt and verification

First computed	2026-07-05T05:05:50.840300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7802e847f4f6bf9aad5c505cd787cf44299758513c47d6b04c71824893893952

Aliases

arxiv: 2209.15565 · arxiv_version: 2209.15565v2 · doi: 10.48550/arxiv.2209.15565 · pith_short_12: PABOQR7U627Z · pith_short_16: PABOQR7U627ZVLK4 · pith_short_8: PABOQR7U

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/PABOQR7U627ZVLK4KBONPB6PIQ \
  | 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: 7802e847f4f6bf9aad5c505cd787cf44299758513c47d6b04c71824893893952

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14f8f4a3cdef868e21457a18a094363f31f8c1a9ad7ac7af969f9a15ce4a8f02",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-09-30T16:24:36Z",
    "title_canon_sha256": "b17618be553303b33967c0f353d2120b517e2c2fbd092144eca92f412face143"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15565",
    "kind": "arxiv",
    "version": 2
  }
}