Pith Number

pith:TP76QNAP

pith:2024:TP76QNAPN3TFHX6A6TXTG4WJ4M

not attested not anchored not stored refs pending

Quantifying Qualitative Insights: Leveraging LLMs to Market Predict

Hoyoung Lee, Youngsoo Choi, Yuhee Kwon

arxiv:2411.08404 v1 · 2024-11-13 · q-fin.CP · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TP76QNAPN3TFHX6A6TXTG4WJ4M}

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.

Cited by

1 paper in Pith

To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions

Receipt and verification

First computed	2026-07-05T09:34:46.842409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bffe8340f6ee653dfc0f4ef3372c9e32365f587e33b782d1f36747adc6054b0

Aliases

arxiv: 2411.08404 · arxiv_version: 2411.08404v1 · doi: 10.48550/arxiv.2411.08404 · pith_short_12: TP76QNAPN3TF · pith_short_16: TP76QNAPN3TFHX6A · pith_short_8: TP76QNAP

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/TP76QNAPN3TFHX6A6TXTG4WJ4M \
  | 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: 9bffe8340f6ee653dfc0f4ef3372c9e32365f587e33b782d1f36747adc6054b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cea172b9f0006d91c57f4ac6214e56e2631025cdde33f2c5e92762f7cb4c2ed",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2024-11-13T07:45:40Z",
    "title_canon_sha256": "957fbfcb6af0b38020f8d910975496ed912f7b2901ef18a8cd150e9f650cdf39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08404",
    "kind": "arxiv",
    "version": 1
  }
}