Pith Number

pith:4KLRNJLI

pith:2024:4KLRNJLIVQ4UKY7V7QONMD46SW

not attested not anchored not stored refs pending

FinGPT: Enhancing Sentiment-Based Stock Movement Prediction with Dissemination-Aware and Context-Enriched LLMs

Boyu Zhang, Christina Dan Wang, Hongyang Yang, Neng Wang, Yixuan Liang, Yuncong Liu

arxiv:2412.10823 v2 · 2024-12-14 · cs.CL · cs.LG · q-fin.CP · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4KLRNJLIVQ4UKY7V7QONMD46SW}

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	2026-07-05T11:25:06.389032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e29716a568ac394563f5fc1cd60f9e958521aca90204642fbfb3214e1b199ea4

Aliases

arxiv: 2412.10823 · arxiv_version: 2412.10823v2 · doi: 10.48550/arxiv.2412.10823 · pith_short_12: 4KLRNJLIVQ4U · pith_short_16: 4KLRNJLIVQ4UKY7V · pith_short_8: 4KLRNJLI

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/4KLRNJLIVQ4UKY7V7QONMD46SW \
  | 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: e29716a568ac394563f5fc1cd60f9e958521aca90204642fbfb3214e1b199ea4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6ebc68cff72d12a047d08fc547e420d631e5a1802a18ac6aaaf8b2f2afdb29a",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.CP",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-14T13:04:42Z",
    "title_canon_sha256": "12deb632d54c358d919fe7d3b334b5ab3aef9c710a8ed6056d07bc1874fb6991"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10823",
    "kind": "arxiv",
    "version": 2
  }
}