Pith Number

pith:B4YNUYPL

pith:2024:B4YNUYPL3HGQLYKCNXHMTTHQVC

not attested not anchored not stored refs pending

Forecasting Credit Ratings: A Case Study where Traditional Methods Outperform Generative LLMs

Felix Drinkall, Janet B. Pierrehumbert, Stefan Zohren

arxiv:2407.17624 v2 · 2024-07-24 · q-fin.RM · cs.CL · 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{B4YNUYPL3HGQLYKCNXHMTTHQVC}

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

When Dimensionality Hurts: The Role of LLM Embedding Compression for Noisy Regression Tasks

Receipt and verification

First computed	2026-07-05T09:57:44.371784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f30da61ebd9cd05e1426dcec9ccf0a8ab9e32d017768c4b601fe85774560661

Aliases

arxiv: 2407.17624 · arxiv_version: 2407.17624v2 · doi: 10.48550/arxiv.2407.17624 · pith_short_12: B4YNUYPL3HGQ · pith_short_16: B4YNUYPL3HGQLYKC · pith_short_8: B4YNUYPL

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/B4YNUYPL3HGQLYKCNXHMTTHQVC \
  | 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: 0f30da61ebd9cd05e1426dcec9ccf0a8ab9e32d017768c4b601fe85774560661

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb66a8b95bb251a851318fd94069880e19aa0178002cfc95c9ffcc86d3b7d2d6",
    "cross_cats_sorted": [
      "cs.CL",
      "q-fin.GN"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "q-fin.RM",
    "submitted_at": "2024-07-24T20:30:55Z",
    "title_canon_sha256": "5d2b61bb42f3f1983d437da1d3dc7bb8a1442a91140809c932de7538882c8fd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17624",
    "kind": "arxiv",
    "version": 2
  }
}