Pith Number

pith:5QTY2JFT

pith:2025:5QTY2JFTGRDPJIPXCKO2MKVZBL

not attested not anchored not stored refs pending

Code Review Without Borders: Evaluating Synthetic vs. Real Data for Review Recommendation

Alexander Apartsin, Dudi Ohayon, Romy Somkin, Yehudit Aperstein, Yogev Cohen

arxiv:2509.04810 v1 · 2025-09-05 · cs.SE · 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{5QTY2JFTGRDPJIPXCKO2MKVZBL}

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

Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies

Receipt and verification

First computed	2026-07-05T12:05:30.117969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec278d24b33446f4a1f7129da62ab90ac46a216dc1a63e2c582169a6817a2b0e

Aliases

arxiv: 2509.04810 · arxiv_version: 2509.04810v1 · doi: 10.48550/arxiv.2509.04810 · pith_short_12: 5QTY2JFTGRDP · pith_short_16: 5QTY2JFTGRDPJIPX · pith_short_8: 5QTY2JFT

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/5QTY2JFTGRDPJIPXCKO2MKVZBL \
  | 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: ec278d24b33446f4a1f7129da62ab90ac46a216dc1a63e2c582169a6817a2b0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "810e1994043f91249c511df3666f67ed0832d8d780d28abc8ac5226378ed3c27",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-09-05T05:17:14Z",
    "title_canon_sha256": "43f8b6f1ae295365baf206d243d80e3d14469bd97b8481fea3ce11242c1f1d63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04810",
    "kind": "arxiv",
    "version": 1
  }
}