Pith Number

pith:QG724ZMT

pith:2024:QG724ZMTDUDGIPKGVBI5J2RO7A

not attested not anchored not stored refs pending

Can ChatGPT Overcome Behavioral Biases in the Financial Sector? Classify-and-Rethink: Multi-Step Zero-Shot Reasoning in the Gold Investment

Gaoguo Jia, Liyuan Chen, Qiang Yang, Shuoling Liu, Yuhang Jiang

arxiv:2411.13599 v2 · 2024-11-19 · q-fin.ST · 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{QG724ZMTDUDGIPKGVBI5J2RO7A}

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	2026-07-05T10:01:38.017942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81bfae65931d06643d46a851d4ea2ef8101dc56f67ee3c93845c4ba505036629

Aliases

arxiv: 2411.13599 · arxiv_version: 2411.13599v2 · doi: 10.48550/arxiv.2411.13599 · pith_short_12: QG724ZMTDUDG · pith_short_16: QG724ZMTDUDGIPKG · pith_short_8: QG724ZMT

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/QG724ZMTDUDGIPKGVBI5J2RO7A \
  | 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: 81bfae65931d06643d46a851d4ea2ef8101dc56f67ee3c93845c4ba505036629

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46cf568f826a583ce0e2db05c864b51476230fda074651e7c03c22fac53723a8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2024-11-19T07:45:58Z",
    "title_canon_sha256": "7201f4109a030d79c83981e03309032e4c982da7969613339ee4dcaa2b4063a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13599",
    "kind": "arxiv",
    "version": 2
  }
}