Pith Number

pith:2JSAFHME

pith:2026:2JSAFHMER6MYA2G6CLMQVGV2ZS

not attested not anchored not stored refs pending

AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents

Jie Jiang, Lan Xu, Lingxiang Hu, Ming Xu, Siying Wang, Tianle Xia, Wei Xu, Wenwei Li, Yiding Sun

arxiv:2602.14257 v2 · 2026-02-15 · cs.CL · cs.AI · cs.IR · 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{2JSAFHMER6MYA2G6CLMQVGV2ZS}

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

NaiAD: Initiate Data-Driven Research for LLM Advertising

GraSP: Graph-Structured Skill Compositions for LLM Agents

Receipt and verification

First computed	2026-06-23T03:13:54.455952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d264029d848f998068de12d90a9abaccb437c9e4e1e53e278d8c3142f79d0390

Aliases

arxiv: 2602.14257 · arxiv_version: 2602.14257v2 · doi: 10.48550/arxiv.2602.14257 · pith_short_12: 2JSAFHMER6MY · pith_short_16: 2JSAFHMER6MYA2G6 · pith_short_8: 2JSAFHME

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/2JSAFHMER6MYA2G6CLMQVGV2ZS \
  | 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: d264029d848f998068de12d90a9abaccb437c9e4e1e53e278d8c3142f79d0390

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76795125bff0e4fb789d0120ea0e3e04a82440efb3b953f7bf3f508a5278fc1e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-15T17:59:47Z",
    "title_canon_sha256": "e4b8bb84a4574cf07f92daf692af5cdd92defb88cadb61d9f93664fd752871e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.14257",
    "kind": "arxiv",
    "version": 2
  }
}