Pith Number

pith:36DA4R7Y

pith:2024:36DA4R7YSTRCVENQZNT7DVM2CX

not attested not anchored not stored refs pending

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study

Jahnavi Kumar, Sridhar Chimalakonda

arxiv:2412.15676 v1 · 2024-12-20 · 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{36DA4R7YSTRCVENQZNT7DVM2CX}

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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

SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation

Receipt and verification

First computed	2026-07-05T09:52:28.133434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df860e47f894e22a91b0cb67f1d59a15e36fe7eeaee5ea930220b5189ba6e893

Aliases

arxiv: 2412.15676 · arxiv_version: 2412.15676v1 · doi: 10.48550/arxiv.2412.15676 · pith_short_12: 36DA4R7YSTRC · pith_short_16: 36DA4R7YSTRCVENQ · pith_short_8: 36DA4R7Y

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/36DA4R7YSTRCVENQZNT7DVM2CX \
  | 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: df860e47f894e22a91b0cb67f1d59a15e36fe7eeaee5ea930220b5189ba6e893

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "760c871f8c41d95fd4c10deec9a140fbd931a275fe0cf578815f726f32d46b46",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-20T08:46:46Z",
    "title_canon_sha256": "b3ddc1a0965fbef417d23b0bb89c35139365fb86b92d56a4f118fe109ee7db94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15676",
    "kind": "arxiv",
    "version": 1
  }
}