Pith Number

pith:ZZ3KX72R

pith:2025:ZZ3KX72RPNNL6RSEYYIOVRNIOO

not attested not anchored not stored refs pending

RewardAnything: Generalizable Principle-Following Reward Models

Fandong Meng, Jiali Zeng, Jie Zhou, Jindong Wang, Shikun Zhang, Wei Ye, Weizheng Gu, Yidong Wang, Yue Zhang, Zhuohao Yu

arxiv:2506.03637 v2 · 2025-06-04 · cs.CL · cs.AI · 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{ZZ3KX72RPNNL6RSEYYIOVRNIOO}

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

7 papers in Pith

Support Vector Rubrics: Closing the Gap Between Self-Generated and Human Rubrics

DoGMaTiQ: Automated Generation of Question-and-Answer Nuggets for Report Evaluation

Skill-RM: Unifying Heterogeneous Evaluation Criteria via Agent Skill

RLBFF: Binary Flexible Feedback to bridge between Human Feedback & Verifiable Rewards

Beyond Verifiable Rewards: Rubric-Based GRM for Reinforced Fine-Tuning SWE Agents

Receipt and verification

First computed	2026-07-05T11:32:30.088050Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce76abff517b5abf4644c610eac5a873b4c865bd2bc42c888e9df0c1d0720441

Aliases

arxiv: 2506.03637 · arxiv_version: 2506.03637v2 · doi: 10.48550/arxiv.2506.03637 · pith_short_12: ZZ3KX72RPNNL · pith_short_16: ZZ3KX72RPNNL6RSE · pith_short_8: ZZ3KX72R

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/ZZ3KX72RPNNL6RSEYYIOVRNIOO \
  | 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: ce76abff517b5abf4644c610eac5a873b4c865bd2bc42c888e9df0c1d0720441

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac2972893aa6f705fdd3fa5a92bb0c007d80b437dab6a5bd3767e7c00c7bb767",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-04T07:30:16Z",
    "title_canon_sha256": "51ab0122e0c29d491ddc7016047ae4a2fd2f2752b9644df178ab246da1426c42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03637",
    "kind": "arxiv",
    "version": 2
  }
}