Pith Number

pith:3ULY6RLL

pith:2024:3ULY6RLLHZOAO3FU2N6DTN5YMA

not attested not anchored not stored refs pending

BERT vs GPT for financial engineering

Edward Sharkey, Philip Treleaven

arxiv:2405.12990 v1 · 2024-04-24 · q-fin.ST · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3ULY6RLLHZOAO3FU2N6DTN5YMA}

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

Scaling Laws for Task-Specific LLM Distillation

Receipt and verification

First computed	2026-07-05T08:21:29.644104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd178f456b3e5c076cb4d37c39b7b8600b2a9f2e222692162618a4013a2e9a1f

Aliases

arxiv: 2405.12990 · arxiv_version: 2405.12990v1 · doi: 10.48550/arxiv.2405.12990 · pith_short_12: 3ULY6RLLHZOA · pith_short_16: 3ULY6RLLHZOAO3FU · pith_short_8: 3ULY6RLL

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/3ULY6RLLHZOAO3FU2N6DTN5YMA \
  | 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: dd178f456b3e5c076cb4d37c39b7b8600b2a9f2e222692162618a4013a2e9a1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9d59767ac5475350f4f265e2ea02730c04aa2a3ed4bf93ba579ac8410aaea67",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2024-04-24T11:30:04Z",
    "title_canon_sha256": "630f95b6c2762c8c87d25e54cc17ca118a9b4c146eb94cd4b703f7e1226606b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12990",
    "kind": "arxiv",
    "version": 1
  }
}