Pith Number

pith:CFTZHTAJ

pith:2024:CFTZHTAJLMO6BIF3DM5TKIPXRJ

not attested not anchored not stored refs pending

Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural Adjustments

Adam Kasumovic, Aven Zitzelberger, Guillaume Chabot-Couture, Jessica Lundin, Mohammad Ghassemi, Tuka Alhanai

arxiv:2412.12417 v1 · 2024-12-16 · cs.CL · cs.AI · 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{CFTZHTAJLMO6BIF3DM5TKIPXRJ}

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	2026-07-05T09:50:14.570715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

116793cc095b1de0a0bb1b3b3521f78a5186beee131cafa71e0399995d71e337

Aliases

arxiv: 2412.12417 · arxiv_version: 2412.12417v1 · doi: 10.48550/arxiv.2412.12417 · pith_short_12: CFTZHTAJLMO6 · pith_short_16: CFTZHTAJLMO6BIF3 · pith_short_8: CFTZHTAJ

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/CFTZHTAJLMO6BIF3DM5TKIPXRJ \
  | 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: 116793cc095b1de0a0bb1b3b3521f78a5186beee131cafa71e0399995d71e337

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c1fc10fd8cb87b28bba3e0adfaab6d330ad07d14a31820d9684b9ca303930f1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-16T23:50:21Z",
    "title_canon_sha256": "6cc26a9d9d2baa5277a30b758fcee99b9921b8916112211335f319dca997bc94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12417",
    "kind": "arxiv",
    "version": 1
  }
}