Pith Number

pith:PS7K46XD

pith:2024:PS7K46XDGJDESXX5QFL53ROGTO

not attested not anchored not stored refs pending

Sentiment trading with large language models

Guido Germano, Kemal Kirtac

arxiv:2412.19245 v1 · 2024-12-26 · q-fin.CP · cs.LG · econ.EM · q-fin.PM · 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{PS7K46XDGJDESXX5QFL53ROGTO}

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

Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems

Receipt and verification

First computed	2026-07-05T09:54:32.759650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cbeae7ae33246495efd8157ddc5c69b994ab6eccd3315826dd6090d11d0617b

Aliases

arxiv: 2412.19245 · arxiv_version: 2412.19245v1 · doi: 10.48550/arxiv.2412.19245 · pith_short_12: PS7K46XDGJDE · pith_short_16: PS7K46XDGJDESXX5 · pith_short_8: PS7K46XD

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/PS7K46XDGJDESXX5QFL53ROGTO \
  | 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: 7cbeae7ae33246495efd8157ddc5c69b994ab6eccd3315826dd6090d11d0617b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "730b2c4de8310b7295e6936467ac26eab8f0fc2d0dab5f652d02fe9a0e5af80a",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM",
      "q-fin.PM",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2024-12-26T15:01:24Z",
    "title_canon_sha256": "80eb116a77f0acf8cc1368aa80e93b1efddd8bb0ec18e166920f78d7465ff3a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19245",
    "kind": "arxiv",
    "version": 1
  }
}