Pith Number

pith:X2OX7LH5

pith:2024:X2OX7LH5QXTGRUPDK6XYTJ5UB3

not attested not anchored not stored refs pending

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation

Hiroki Sakaji, Itsuki Noda, Kazuki Matoya, Kentaro Imajo, Kota Tanabe, Masanori Hirano

arxiv:2411.09249 v1 · 2024-11-14 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X2OX7LH5QXTGRUPDK6XYTJ5UB3}

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	2026-07-05T10:02:54.981405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be9d7facfd85e668d1e357af89a7b40eee3ef75c6b561bafbc14d1a51df639d3

Aliases

arxiv: 2411.09249 · arxiv_version: 2411.09249v1 · doi: 10.48550/arxiv.2411.09249 · pith_short_12: X2OX7LH5QXTG · pith_short_16: X2OX7LH5QXTGRUPD · pith_short_8: X2OX7LH5

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/X2OX7LH5QXTGRUPDK6XYTJ5UB3 \
  | 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: be9d7facfd85e668d1e357af89a7b40eee3ef75c6b561bafbc14d1a51df639d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef02eb1cac4cc8a408f8f06b89460e62524ed338a958da47abdc35bd6df26e02",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-14T07:28:09Z",
    "title_canon_sha256": "ce0993294f4e6c4d0be5677a891d95019eff395f096f7074667ebd8d7dbb7391"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09249",
    "kind": "arxiv",
    "version": 1
  }
}