Pith Number

pith:2GUWY2NU

pith:2025:2GUWY2NU3PVY3MZL4MEKQ4P5NR

not attested not anchored not stored refs pending

Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond

Chenghua Lin, Jian Wang, Jiaxin Wu, Qing Li, Rubing Chen, Wenqi Fan, Xiao-Yong Wei, Xulu Zhang

arxiv:2508.07353 v3 · 2025-08-10 · cs.AI · 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{2GUWY2NU3PVY3MZL4MEKQ4P5NR}

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	2026-07-05T12:07:10.273696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1a96c69b4dbeb8db32be308a871fd6c5460c0d4053ebe984b7b8aaa4394761c

Aliases

arxiv: 2508.07353 · arxiv_version: 2508.07353v3 · doi: 10.48550/arxiv.2508.07353 · pith_short_12: 2GUWY2NU3PVY · pith_short_16: 2GUWY2NU3PVY3MZL · pith_short_8: 2GUWY2NU

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/2GUWY2NU3PVY3MZL4MEKQ4P5NR \
  | 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: d1a96c69b4dbeb8db32be308a871fd6c5460c0d4053ebe984b7b8aaa4394761c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b87d121e8e762efa5a5fee2d959b495fdeecea7ac055e4aea9fb515011db1cee",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-10T14:08:28Z",
    "title_canon_sha256": "25112ec55e51fc887992fb398a73f5b4f0a1c560b039fba467210ebd1af478ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07353",
    "kind": "arxiv",
    "version": 3
  }
}