Pith Number

pith:BMBQOAO7

pith:2023:BMBQOAO7BVAOAGCK6KHQDLT6RA

not attested not anchored not stored refs pending

Skill over Scale: The Case for Medium, Domain-Specific Models for SE

Manisha Mukherjee, Vincent J. Hellendoorn

arxiv:2306.03268 v3 · 2023-06-05 · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BMBQOAO7BVAOAGCK6KHQDLT6RA}

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

CXXCrafter: An LLM-Based Agent for Automated C/C++ Open Source Software Building

Receipt and verification

First computed	2026-07-05T10:17:45.021128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b030701df0d40e0184af28f01ae7e8835f5ea5031b7031c85e18f4337bdea39

Aliases

arxiv: 2306.03268 · arxiv_version: 2306.03268v3 · doi: 10.48550/arxiv.2306.03268 · pith_short_12: BMBQOAO7BVAO · pith_short_16: BMBQOAO7BVAOAGCK · pith_short_8: BMBQOAO7

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/BMBQOAO7BVAOAGCK6KHQDLT6RA \
  | 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: 0b030701df0d40e0184af28f01ae7e8835f5ea5031b7031c85e18f4337bdea39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c32f9c5a80dc44fc5009debf9ffec0a9c5ac8eeb2c47e107b2059ae4973749aa",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-05T21:38:30Z",
    "title_canon_sha256": "785f4560aec91b3a14cb8294ffa2ef202a77b5b293270eea7b75691108322666"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03268",
    "kind": "arxiv",
    "version": 3
  }
}