Pith Number

pith:GSJFHZ2K

pith:2026:GSJFHZ2K5VRFUFPVTEMPJVT6KB

not attested not anchored not stored refs pending

Human Grounded Evaluation of Large Language Models for Optical Network Automation

Carlos Natalino, Kiarash Rezaei, Omran Ayoub, Paolo Monti

arxiv:2607.18068 v1 · 2026-07-20 · cs.NI · 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{GSJFHZ2K5VRFUFPVTEMPJVT6KB}

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.

Receipt and verification

First computed	2026-07-21T02:22:14.624167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

349253e74aed625a15f59918f4d67e506fc5c07a5cd45dae0f8d4e5da72254cd

Aliases

arxiv: 2607.18068 · arxiv_version: 2607.18068v1 · doi: 10.48550/arxiv.2607.18068 · pith_short_12: GSJFHZ2K5VRF · pith_short_16: GSJFHZ2K5VRFUFPV · pith_short_8: GSJFHZ2K

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/GSJFHZ2K5VRFUFPVTEMPJVT6KB \
  | 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: 349253e74aed625a15f59918f4d67e506fc5c07a5cd45dae0f8d4e5da72254cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6231c209142f82b3c473f671b31a23da279dd02595e78f4f4101eb1221b75d7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-07-20T15:36:00Z",
    "title_canon_sha256": "4899775fe0931c002188d55fae67b8038bc4f1dd81c43c98fe6666f951944279"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18068",
    "kind": "arxiv",
    "version": 1
  }
}