Pith Number

pith:ZKXTWG4T

pith:2025:ZKXTWG4T5AG3NHQTNQ34PTNLPH

not attested not anchored not stored refs pending

Beyond the Black Box: Interpretability of LLMs in Finance

Ariye Shater (Barclays), Hariom Tatsat (Barclays)

arxiv:2505.24650 v1 · 2025-05-14 · cs.CE · cs.LG · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZKXTWG4T5AG3NHQTNQ34PTNLPH}

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

Signal or Noise in Multi-Agent LLM-based Stock Recommendations?

Receipt and verification

First computed	2026-07-05T11:12:53.970289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

caaf3b1b93e80db69e136c37c7cdab79caae393ae7dd80b879ec5808074e9751

Aliases

arxiv: 2505.24650 · arxiv_version: 2505.24650v1 · doi: 10.48550/arxiv.2505.24650 · pith_short_12: ZKXTWG4T5AG3 · pith_short_16: ZKXTWG4T5AG3NHQT · pith_short_8: ZKXTWG4T

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/ZKXTWG4T5AG3NHQTNQ34PTNLPH \
  | 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: caaf3b1b93e80db69e136c37c7cdab79caae393ae7dd80b879ec5808074e9751

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ab3af5fbe8a928a2ce44fedf069201c7376108dba0321ab7df19381118aa857",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.ST"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-05-14T15:24:21Z",
    "title_canon_sha256": "ae596b9c45d60eee1a565272d340804cd293e307f9a8ab531db94b83ebeb5b3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24650",
    "kind": "arxiv",
    "version": 1
  }
}