Pith Number

pith:CSEFTVJE

pith:2024:CSEFTVJEYKF7TXAD2XSZ5AK5AW

not attested not anchored not stored refs pending

Innovative Sentiment Analysis and Prediction of Stock Price Using FinBERT, GPT-4 and Logistic Regression: A Data-Driven Approach

Bayode Ogunleye, Olamilekan Shobayo, Olusogo Popoola, Sidikat Adeyemi-Longe

arxiv:2412.06837 v1 · 2024-12-07 · cs.LG · cs.AI · q-fin.ST · stat.AP · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CSEFTVJEYKF7TXAD2XSZ5AK5AW}

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	2026-07-05T09:46:58.028747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

148859d524c28bf9dc03d5e59e815d059be4821cc8f77c4788fee539417035c4

Aliases

arxiv: 2412.06837 · arxiv_version: 2412.06837v1 · doi: 10.48550/arxiv.2412.06837 · pith_short_12: CSEFTVJEYKF7 · pith_short_16: CSEFTVJEYKF7TXAD · pith_short_8: CSEFTVJE

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/CSEFTVJEYKF7TXAD2XSZ5AK5AW \
  | 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: 148859d524c28bf9dc03d5e59e815d059be4821cc8f77c4788fee539417035c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efe01e8fd0cad1c12924a5425c8c8ce7235843e2fd50286773c62d458a31926b",
    "cross_cats_sorted": [
      "cs.AI",
      "q-fin.ST",
      "stat.AP",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-07T05:20:31Z",
    "title_canon_sha256": "97b2c3e9e9b6028029c8042a07edec5947eb1ee760e8305068ea02a68b85d174"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06837",
    "kind": "arxiv",
    "version": 1
  }
}