Pith Number

pith:DTVOJGHH

pith:2024:DTVOJGHHDV42DCE4CDM4ZJYO2X

not attested not anchored not stored refs pending

Can Large Language Models Effectively Process and Execute Financial Trading Instructions?

Ge Wang, Mingwen Liu, Xin Yang, Yuda Wang, Yu Kang

arxiv:2412.04856 v1 · 2024-12-06 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DTVOJGHHDV42DCE4CDM4ZJYO2X}

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.

Receipt and verification

First computed	2026-07-05T09:45:24.858962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ceae498e71d79a1889c10d9cca70ed5f0fba6214ba749916c07c88fd15813f1

Aliases

arxiv: 2412.04856 · arxiv_version: 2412.04856v1 · doi: 10.48550/arxiv.2412.04856 · pith_short_12: DTVOJGHHDV42 · pith_short_16: DTVOJGHHDV42DCE4 · pith_short_8: DTVOJGHH

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/DTVOJGHHDV42DCE4CDM4ZJYO2X \
  | 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: 1ceae498e71d79a1889c10d9cca70ed5f0fba6214ba749916c07c88fd15813f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89f0ae3f1849408d57ac47a27b8e2aab216f6d856ef141c6635062510316fae8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2024-12-06T08:48:49Z",
    "title_canon_sha256": "78b6a051f34476d4838141acb4ef15d67014f083be7f6b6cf89aabbd04f682c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04856",
    "kind": "arxiv",
    "version": 1
  }
}