Pith Number

pith:PTKB7E67

pith:2025:PTKB7E67ONR2BMFXBPTGGRLNRC

not attested not anchored not stored refs pending

Beyond Vanilla Fine-Tuning: Leveraging Multistage, Multilingual, and Domain-Specific Methods for Low-Resource Machine Translation

En-Shiun Annie Lee, Sanath Jayasena, Sarubi Thillainathan, Songchen Yuan, Surangika Ranathunga

arxiv:2503.22582 v1 · 2025-03-28 · 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{PTKB7E67ONR2BMFXBPTGGRLNRC}

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	2026-07-05T10:41:07.076130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cd41f93df7363a0b0b70be663456d88a9a39484bce6d8982e1af291d2153fbd

Aliases

arxiv: 2503.22582 · arxiv_version: 2503.22582v1 · doi: 10.48550/arxiv.2503.22582 · pith_short_12: PTKB7E67ONR2 · pith_short_16: PTKB7E67ONR2BMFX · pith_short_8: PTKB7E67

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/PTKB7E67ONR2BMFXBPTGGRLNRC \
  | 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: 7cd41f93df7363a0b0b70be663456d88a9a39484bce6d8982e1af291d2153fbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f22d425e3f86d288a9927c38aad054b103e610a98e0e2c8adecb489d2f4ef827",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-28T16:30:28Z",
    "title_canon_sha256": "c5822a007e35a9e0da503d746637497da99c74c9571003c93f187c0abcda0ab8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.22582",
    "kind": "arxiv",
    "version": 1
  }
}