Pith Number

pith:72GNJHZQ

pith:2024:72GNJHZQL3BEBYLYTTWXO7G3UP

not attested not anchored not stored refs pending

Optimizing Large Language Models for Turkish: New Methodologies in Corpus Selection and Training

Ahmed Zeer, Atahan Uz, Elif Ince, Eren Dogan, H. Toprak Kesgin, M. Egemen Uzun, M. Fatih Amasyali, M. Kaan Yuce, Osama Shbib, Yusuf Erdem

arxiv:2412.02775 v1 · 2024-12-03 · 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{72GNJHZQL3BEBYLYTTWXO7G3UP}

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	2026-07-05T09:44:19.323397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe8cd49f305ec240e1789ced777cdba3eed0386d928436269afbf85277fba7ec

Aliases

arxiv: 2412.02775 · arxiv_version: 2412.02775v1 · doi: 10.48550/arxiv.2412.02775 · pith_short_12: 72GNJHZQL3BE · pith_short_16: 72GNJHZQL3BEBYLY · pith_short_8: 72GNJHZQ

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/72GNJHZQL3BEBYLYTTWXO7G3UP \
  | 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: fe8cd49f305ec240e1789ced777cdba3eed0386d928436269afbf85277fba7ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "973ba65cee83d88023dac46d7ddfc5f55530fd8e055f5b1114821d93fe38624f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-03T19:17:18Z",
    "title_canon_sha256": "0f14cf0590aaf7d6bad0567c584fdcc902fad949012ed68f06944183e917b544"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02775",
    "kind": "arxiv",
    "version": 1
  }
}