Pith Number

pith:SNM3DIQ5

pith:2024:SNM3DIQ557VMWPA6NOLNQIKSMG

not attested not anchored not stored refs pending

Enhancing Few-Shot Stock Trend Prediction with Large Language Models

Jiahao Hu, Siu-Ming Yiu, Xingwei He, Yiqi Deng

arxiv:2407.09003 v1 · 2024-07-12 · 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{SNM3DIQ557VMWPA6NOLNQIKSMG}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:43:13.036352Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9359b1a21defeacb3c1e6b96d8215261a7f2a94fa4498e57a8355754df5140b1

Aliases

arxiv: 2407.09003 · arxiv_version: 2407.09003v1 · doi: 10.48550/arxiv.2407.09003 · pith_short_12: SNM3DIQ557VM · pith_short_16: SNM3DIQ557VMWPA6 · pith_short_8: SNM3DIQ5

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/SNM3DIQ557VMWPA6NOLNQIKSMG \
  | 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: 9359b1a21defeacb3c1e6b96d8215261a7f2a94fa4498e57a8355754df5140b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9eed42f37a475a64c173c9de24bdb3463fad5a995a5a118d65a12d806ac2abdb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-12T05:43:11Z",
    "title_canon_sha256": "556e12e07dd9a4f1033d180dba4791a9a560bf28d600ed1306fc071c3558695e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.09003",
    "kind": "arxiv",
    "version": 1
  }
}