Pith Number

pith:RK2BUOEG

pith:2025:RK2BUOEGAV7XXVWZ7NNN63VHSE

not attested not anchored not stored refs pending

Leveraging Reward Models for Guiding Code Review Comment Generation

Gabriele Bavota, Houari Sahraoui, Oussama Ben Sghaier, Rosalia Tufano

arxiv:2506.04464 v1 · 2025-06-04 · cs.SE · 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{RK2BUOEGAV7XXVWZ7NNN63VHSE}

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	2026-07-05T11:16:14.890363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ab41a3886057f7bd6d9fb5adf6ea79121a97cda5d83eaaa8d398abd4d73e6b4

Aliases

arxiv: 2506.04464 · arxiv_version: 2506.04464v1 · doi: 10.48550/arxiv.2506.04464 · pith_short_12: RK2BUOEGAV7X · pith_short_16: RK2BUOEGAV7XXVWZ · pith_short_8: RK2BUOEG

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/RK2BUOEGAV7XXVWZ7NNN63VHSE \
  | 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: 8ab41a3886057f7bd6d9fb5adf6ea79121a97cda5d83eaaa8d398abd4d73e6b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33f278c8d2be0c8965d11238eabeb8d14abce776e99a4bfbbeb2d3a4fff96e04",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-04T21:31:38Z",
    "title_canon_sha256": "30f6b492ee8bc047d3541a09eae974fc4d2f9f587d9d046386e29678f36cec64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04464",
    "kind": "arxiv",
    "version": 1
  }
}