Pith. sign in
Pith Number

pith:UBMID4IT

pith:2022:UBMID4ITAUPBU4X6HO4MLK6VTL
not attested not anchored not stored refs pending

Searching for Effective Multilingual Fine-Tuning Methods: A Case Study in Summarization

Graham Neubig, Pengfei Liu, Yiwei Qin

arxiv:2212.05740 v1 · 2022-12-12 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UBMID4ITAUPBU4X6HO4MLK6VTL}

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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 2026-07-05T05:24:19.115487Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a05881f113051e1a72fe3bb8c5abd59ac2504d1eb63176b00969e98109aa030f

Aliases

arxiv: 2212.05740 · arxiv_version: 2212.05740v1 · doi: 10.48550/arxiv.2212.05740 · pith_short_12: UBMID4ITAUPB · pith_short_16: UBMID4ITAUPBU4X6 · pith_short_8: UBMID4IT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UBMID4ITAUPBU4X6HO4MLK6VTL \
  | 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: a05881f113051e1a72fe3bb8c5abd59ac2504d1eb63176b00969e98109aa030f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9f40d69af1692b8e7b4e5b8c40fa26ae6c71d6a46c60eeb39bb4b8f479791dc5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-12T07:37:45Z",
    "title_canon_sha256": "a62c0bb05952c2eec0a3f9d287539db650241a55a7f5fd8477ab6bd2889d26e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05740",
    "kind": "arxiv",
    "version": 1
  }
}