Pith Number

pith:PH236IN7

pith:2024:PH236IN7THRJWQFZGRAZ27JGYF

not attested not anchored not stored refs pending

What Does ChatGPT Make of Historical Stock Returns? Extrapolation and Miscalibration in LLM Stock Return Forecasts

Dexin Zhou, Huseyin Gulen, Shuaiyu Chen, T. Clifton Green

arxiv:2409.11540 v1 · 2024-09-17 · q-fin.GN · econ.GN · q-fin.EC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PH236IN7THRJWQFZGRAZ27JGYF}

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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

Debiasing LLMs by Fine-tuning

A Review of Large Language Models for Stock Price Forecasting from a Hedge-Fund Perspective

Receipt and verification

First computed	2026-07-05T09:08:33.200164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79f5bf21bf99e29b40b934419d7d26c141eb799a85fb61f14bfd65be5afd867f

Aliases

arxiv: 2409.11540 · arxiv_version: 2409.11540v1 · doi: 10.48550/arxiv.2409.11540 · pith_short_12: PH236IN7THRJ · pith_short_16: PH236IN7THRJWQFZ · pith_short_8: PH236IN7

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/PH236IN7THRJWQFZGRAZ27JGYF \
  | 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: 79f5bf21bf99e29b40b934419d7d26c141eb799a85fb61f14bfd65be5afd867f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43b50d2012825b2df92aa97490a620778d59aae04f708ae2271c316e0a425232",
    "cross_cats_sorted": [
      "econ.GN",
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.GN",
    "submitted_at": "2024-09-17T20:23:36Z",
    "title_canon_sha256": "9ac57862a32ed6a414e6807e3896a6209197962450f62ea34ae2001cfac61603"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11540",
    "kind": "arxiv",
    "version": 1
  }
}