Pith Number

pith:GYVFGTSV

pith:2025:GYVFGTSVMC5CQ527BTVV43DY6U

not attested not anchored not stored refs pending

Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements

Derek F. Wong, Di Wang, Junchao Wu, Junchi Yao, Keyu Wang, Lijie Hu, Mengdi Li, Shenzhe Zhu, Shu Yang, Zeyu Wu

arxiv:2502.12904 v2 · 2025-02-18 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GYVFGTSVMC5CQ527BTVV43DY6U}

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

Rethinking Fraud Safety Evaluation: Multi-Round Attacks Reveal Safety-Utility Tradeoffs in Graph-Context LLM Defenders

Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection

Receipt and verification

First computed	2026-07-05T11:09:08.751492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

362a534e5560ba28775f0ceb5e6c78f5025263f12af9d04b32388aca45f87009

Aliases

arxiv: 2502.12904 · arxiv_version: 2502.12904v2 · doi: 10.48550/arxiv.2502.12904 · pith_short_12: GYVFGTSVMC5C · pith_short_16: GYVFGTSVMC5CQ527 · pith_short_8: GYVFGTSV

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/GYVFGTSVMC5CQ527BTVV43DY6U \
  | 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: 362a534e5560ba28775f0ceb5e6c78f5025263f12af9d04b32388aca45f87009

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31e6a71ddadac597beddb8114d43b87cfc02de3dc7e1577c62aaa2ae122fdb59",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-18T14:47:02Z",
    "title_canon_sha256": "1b40328fb08e9471db2febc593d55a425e9e79eaed615c2e5f92685b8b3b308f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12904",
    "kind": "arxiv",
    "version": 2
  }
}