Pith Number

pith:ZMILOKUV

pith:2024:ZMILOKUVIOTNZ2EEQGIT5BYYBQ

not attested not anchored not stored refs pending

Are LLMs Rational Investors? A Study on Detecting and Reducing the Financial Bias in LLMs

Guangnan Ye, Hongfeng Chai, Jian Zhang, Sen Liu, Xiang Liu, Xipeng Qiu, Yuchen Ni, Yuhang Zhou, Yunhui Gan, Zhangyue Yin

arxiv:2402.12713 v2 · 2024-02-20 · 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{ZMILOKUVIOTNZ2EEQGIT5BYYBQ}

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	2026-07-05T08:38:36.617718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb10b72a9543a6dce88481913e87180c3687c1961dc288285949f8dd79992415

Aliases

arxiv: 2402.12713 · arxiv_version: 2402.12713v2 · doi: 10.48550/arxiv.2402.12713 · pith_short_12: ZMILOKUVIOTN · pith_short_16: ZMILOKUVIOTNZ2EE · pith_short_8: ZMILOKUV

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/ZMILOKUVIOTNZ2EEQGIT5BYYBQ \
  | 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: cb10b72a9543a6dce88481913e87180c3687c1961dc288285949f8dd79992415

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d7b01e68f36501faf53738574afb6dcb91f58ec2d60034dcb069d8634f0d05b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-20T04:26:08Z",
    "title_canon_sha256": "53615162cd93d70ee16259f7ee529c1f68739c6cefdfee79733587e592e5c137"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12713",
    "kind": "arxiv",
    "version": 2
  }
}