Pith Number

pith:4GGJLRX2

pith:2026:4GGJLRX2LNUQT7S6MXO656EMAG

not attested not anchored not stored refs pending

Beyond Rubrics: Exploration-Guided Evaluation Skills for Reward Modeling

Daoxin Zhang, Linjuan Wu, Weiming Lu, Xing Yue, Yongliang Shen

arxiv:2606.07040 v1 · 2026-06-05 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4GGJLRX2LNUQT7S6MXO656EMAG}

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	2026-06-08T01:04:42.860273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e18c95c6fa5b6909fe5e65ddeef88c0186fc770630dc8d1654e994cf4a4cec35

Aliases

arxiv: 2606.07040 · arxiv_version: 2606.07040v1 · doi: 10.48550/arxiv.2606.07040 · pith_short_12: 4GGJLRX2LNUQ · pith_short_16: 4GGJLRX2LNUQT7S6 · pith_short_8: 4GGJLRX2

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/4GGJLRX2LNUQT7S6MXO656EMAG \
  | 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: e18c95c6fa5b6909fe5e65ddeef88c0186fc770630dc8d1654e994cf4a4cec35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3c6d12122953512d9882ff554ba5c54b502e3d7241826dffbda946a89bc03a6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-05T08:34:06Z",
    "title_canon_sha256": "1da676430a654eb0bff2255673c4253f2b91d24675b19390a19e5b7d40fb2077"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.07040",
    "kind": "arxiv",
    "version": 1
  }
}