Pith Number

pith:HKPVHLL2

pith:2023:HKPVHLL26EQJUMANQ6C6NYCKEI

not attested not anchored not stored refs pending

FinGPT: Large Generative Models for a Small Language

Aija Vahtola, Aleksandra Piktus, Anni Eskelinen, Filip Ginter, Hanna-Mari Kupari, Jenna Kanerva, Jouni Luoma, Jyrki Heinonen, Mikko Merioksa, Niklas Muennighoff, Nouamane Tazi, Osma Suominen, Risto Luukkonen, Sampo Pyysalo, Samuel Antao, Samuli Sairanen, Teven Le Scao, Thomas Wang, Thomas Wolf, Veronika Laippala, Ville Komulainen

arxiv:2311.05640 v1 · 2023-11-03 · 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{HKPVHLL26EQJUMANQ6C6NYCKEI}

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

StarCoder 2 and The Stack v2: The Next Generation

Receipt and verification

First computed	2026-07-05T07:11:20.777028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a9f53ad7af1209a300d8785e6e04a2205d81bb57d15da1445185728f102e713

Aliases

arxiv: 2311.05640 · arxiv_version: 2311.05640v1 · doi: 10.48550/arxiv.2311.05640 · pith_short_12: HKPVHLL26EQJ · pith_short_16: HKPVHLL26EQJUMAN · pith_short_8: HKPVHLL2

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/HKPVHLL26EQJUMANQ6C6NYCKEI \
  | 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: 3a9f53ad7af1209a300d8785e6e04a2205d81bb57d15da1445185728f102e713

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9dd96088d45e37d4328df7087ab3f4622724f2cbdd1c35955ba0e28af60e11f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-03T08:05:04Z",
    "title_canon_sha256": "8757a14fd494dafd3bb7a1dc32536fc39499fd67f20df80fc7783e089f3d8785"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05640",
    "kind": "arxiv",
    "version": 1
  }
}