Pith Number

pith:DMGG7DAH

pith:2023:DMGG7DAHZF6CPM2NI6HXJZG5SV

not attested not anchored not stored refs pending

Can GPT models be Financial Analysts? An Evaluation of ChatGPT and GPT-4 on mock CFA Exams

Amarachi Mbakwe, Antony Papadimitriou, Ethan Callanan, Mathieu Sibue, Sameena Shah, Xiaodan Zhu, Xiaomo Liu, Yulong Pei, Zhiqiang Ma

arxiv:2310.08678 v1 · 2023-10-12 · cs.CL · cs.AI · q-fin.GN

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DMGG7DAHZF6CPM2NI6HXJZG5SV}

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	2026-07-05T07:00:33.209551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b0c6f8c07c97c27b34d478f74e4dd9550ea2d75dc14d1e4066314f77a84116d

Aliases

arxiv: 2310.08678 · arxiv_version: 2310.08678v1 · doi: 10.48550/arxiv.2310.08678 · pith_short_12: DMGG7DAHZF6C · pith_short_16: DMGG7DAHZF6CPM2N · pith_short_8: DMGG7DAH

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/DMGG7DAHZF6CPM2NI6HXJZG5SV \
  | 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: 1b0c6f8c07c97c27b34d478f74e4dd9550ea2d75dc14d1e4066314f77a84116d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0512399059fde668304ac686e7b3b841b54e758761c8e0c71927d41dd986bac9",
    "cross_cats_sorted": [
      "cs.AI",
      "q-fin.GN"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-12T19:28:57Z",
    "title_canon_sha256": "7417ca140eab18ced41ec5ee557419f0c5254ae0f29649e1a693c77ac5e8f2cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08678",
    "kind": "arxiv",
    "version": 1
  }
}