Pith Number

pith:JFM47PFK

pith:2024:JFM47PFKFNTUBXZUIC3BJWMLD5

not attested not anchored not stored refs pending

Designing Heterogeneous LLM Agents for Financial Sentiment Analysis

Frank Xing

arxiv:2401.05799 v1 · 2024-01-11 · cs.CL · cs.AI · cs.MA · q-fin.GN

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JFM47PFKFNTUBXZUIC3BJWMLD5}

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

2 papers in Pith

Bridging Language Models and Financial Analysis

Memory in the Age of AI Agents

Receipt and verification

First computed	2026-07-05T08:55:21.495894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4959cfbcaa2b6740df3440b614d98b1f7e9202b90314ed830ea4272344051601

Aliases

arxiv: 2401.05799 · arxiv_version: 2401.05799v1 · doi: 10.48550/arxiv.2401.05799 · pith_short_12: JFM47PFKFNTU · pith_short_16: JFM47PFKFNTUBXZU · pith_short_8: JFM47PFK

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/JFM47PFKFNTUBXZUIC3BJWMLD5 \
  | 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: 4959cfbcaa2b6740df3440b614d98b1f7e9202b90314ed830ea4272344051601

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a18eefdc90ce4d413327bb59a6bab2e334873a30bcced49826bf768ea8439f90",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "q-fin.GN"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-11T10:06:42Z",
    "title_canon_sha256": "d334add40857cfc917a1c94d77a087fc0e5b3e8ca511d4838f9e0be9785546ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05799",
    "kind": "arxiv",
    "version": 1
  }
}