Pith Number

pith:ALONP53G

pith:2024:ALONP53GCE3HJZHVO4JSS2VWKL

not attested not anchored not stored refs pending

Distilling Analysis from Generative Models for Investment Decisions

Chung-Chi Chen, Hiroya Takamura, Ichiro Kobayashi, Yusuke Miyao

arxiv:2410.07225 v1 · 2024-10-02 · q-fin.ST · cs.CL · 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{ALONP53GCE3HJZHVO4JSS2VWKL}

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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

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents

Receipt and verification

First computed	2026-07-05T09:18:32.987636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02dcd7f766113674e4f57713296ab652d00f4e82919e15139c67af2eafc30d37

Aliases

arxiv: 2410.07225 · arxiv_version: 2410.07225v1 · doi: 10.48550/arxiv.2410.07225 · pith_short_12: ALONP53GCE3H · pith_short_16: ALONP53GCE3HJZHV · pith_short_8: ALONP53G

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/ALONP53GCE3HJZHVO4JSS2VWKL \
  | 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: 02dcd7f766113674e4f57713296ab652d00f4e82919e15139c67af2eafc30d37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b59e08e61dd1224b53e3be1239aaf9e0224dcdfd057d055da74c1cb7b1910aeb",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2024-10-02T01:39:42Z",
    "title_canon_sha256": "a26d2421a2771d6c1b78a1cc4c1567a9a1a33603ac1d74feb5fd434233c609ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07225",
    "kind": "arxiv",
    "version": 1
  }
}