Pith Number

pith:WM4B4WWB

pith:2024:WM4B4WWBN6NKFDFYJTMDCEZXLK

not attested not anchored not stored refs pending

Training Bilingual LMs with Data Constraints in the Targeted Language

David Grangier, Maartje ter Hoeve, Natalie Schluter, Richard He Bai, Skyler Seto

arxiv:2411.12986 v2 · 2024-11-20 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WM4B4WWBN6NKFDFYJTMDCEZXLK}

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

Mix, Don't Tune: Bilingual Pre-Training Outperforms Hyperparameter Search in Data-Constrained Settings

Receipt and verification

First computed	2026-07-05T10:10:09.814509Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3381e5ac16f9aa28cb84cd83113375ab715969d6d9be532e20d7c9678960801

Aliases

arxiv: 2411.12986 · arxiv_version: 2411.12986v2 · doi: 10.48550/arxiv.2411.12986 · pith_short_12: WM4B4WWBN6NK · pith_short_16: WM4B4WWBN6NKFDFY · pith_short_8: WM4B4WWB

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/WM4B4WWBN6NKFDFYJTMDCEZXLK \
  | 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: b3381e5ac16f9aa28cb84cd83113375ab715969d6d9be532e20d7c9678960801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a97426accf99f08c6914fdcab8a30122e30fc39392f0e3c462ba875142ac083f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-20T02:27:40Z",
    "title_canon_sha256": "a49cd33cbc76f777a0d42a1997feca230c31ba5fe0d927b5f97048f64c4fa183"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12986",
    "kind": "arxiv",
    "version": 2
  }
}