Pith Number

pith:VKBC3BSZ

pith:2025:VKBC3BSZKSNXGIXENSTA3QNCJ3

not attested not anchored not stored refs pending

Evaluating Large Language Models for Financial Reasoning: A CFA-Based Benchmark Study

Ke-Wei Huang, Qianteng Wang, Xinbo Liu, Xuan Yao

arxiv:2509.04468 v1 · 2025-08-29 · cs.CL · 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{VKBC3BSZKSNXGIXENSTA3QNCJ3}

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	2026-07-05T12:05:23.565140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa822d8659549b7322e46ca60dc1a24ec34549d476c8708f35666d5de1423b3c

Aliases

arxiv: 2509.04468 · arxiv_version: 2509.04468v1 · doi: 10.48550/arxiv.2509.04468 · pith_short_12: VKBC3BSZKSNX · pith_short_16: VKBC3BSZKSNXGIXE · pith_short_8: VKBC3BSZ

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/VKBC3BSZKSNXGIXENSTA3QNCJ3 \
  | 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: aa822d8659549b7322e46ca60dc1a24ec34549d476c8708f35666d5de1423b3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35ff4dd646fb0ee9c9e9387df91c570c3a2871297328bca0e9ca7198451c3b2a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-29T06:13:21Z",
    "title_canon_sha256": "f880689d9d29eea990de9c51b2ebdabdcb6e0e9b43d71eb022970ea6d1ff3ed0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04468",
    "kind": "arxiv",
    "version": 1
  }
}