Pith Number

pith:BJS3LBDL

pith:2025:BJS3LBDLGWVD5V4FNLURCGTNLH

not attested not anchored not stored refs pending

From General Reasoning to Domain Expertise: Uncovering the Limits of Generalization in Large Language Models

Abdulrahman Kamal, Cosmo Yang Wu, Dana Alsagheer, Mohammad Kamal, Nada Mansour, Omar Kamal, Rambiba Karanjai, Sen Li, Weidong Shi, Yang Lu

arxiv:2506.21580 v1 · 2025-06-16 · cs.CL · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BJS3LBDLGWVD5V4FNLURCGTNLH}

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	2026-07-05T11:27:56.772417Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a65b5846b35aa3ed7856ae9111a6d59c2e15c8e541f99bfc5cb872ecf618a71

Aliases

arxiv: 2506.21580 · arxiv_version: 2506.21580v1 · doi: 10.48550/arxiv.2506.21580 · pith_short_12: BJS3LBDLGWVD · pith_short_16: BJS3LBDLGWVD5V4F · pith_short_8: BJS3LBDL

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/BJS3LBDLGWVD5V4FNLURCGTNLH \
  | 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: 0a65b5846b35aa3ed7856ae9111a6d59c2e15c8e541f99bfc5cb872ecf618a71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7ed46e70d5a9145a04a6ed02ba6c09cb9120b0d5e02c8630999f2ce489d7fe2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-16T21:20:08Z",
    "title_canon_sha256": "b7a670211c56f55e586ef718d63ec71a09d2852267ba6d8ef39e07c008849195"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21580",
    "kind": "arxiv",
    "version": 1
  }
}