Pith Number

pith:WK67VAYX

pith:2024:WK67VAYX7EQ4AGRVFNZH5TGLU2

not attested not anchored not stored refs pending

Beyond Scalar Reward Model: Learning Generative Judge from Preference Data

Dong Yan, Qingyao Ai, Qiuchi Li, Wei Shen, Xiangsheng Li, Yiqun Liu, Yujia Zhou, Ziyi Ye

arxiv:2410.03742 v2 · 2024-10-01 · 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{WK67VAYX7EQ4AGRVFNZH5TGLU2}

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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

3 papers in Pith

On the Shelf Life of Fine-Tuned LLM-Judges: Future-Proofing, Backward-Compatibility, and Question Generalization

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

EvoRAG: Making Knowledge Graph-based RAG Automatically Evolve through Feedback-driven Backpropagation

Receipt and verification

First computed	2026-07-05T12:01:54.986639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2bdfa8317f921c01a352b727ecccba6aef63ec812cf35109635db821b849e05

Aliases

arxiv: 2410.03742 · arxiv_version: 2410.03742v2 · doi: 10.48550/arxiv.2410.03742 · pith_short_12: WK67VAYX7EQ4 · pith_short_16: WK67VAYX7EQ4AGRV · pith_short_8: WK67VAYX

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/WK67VAYX7EQ4AGRVFNZH5TGLU2 \
  | 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: b2bdfa8317f921c01a352b727ecccba6aef63ec812cf35109635db821b849e05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a5b89b1620e3b6e32661a1d85818039612c54cc7d0a6b69f1312d3060c93032",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-01T07:38:58Z",
    "title_canon_sha256": "f8509412b72751adfd3c34d6a9ba557781c95b7276cc2b0743ddbe2893ecf72c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03742",
    "kind": "arxiv",
    "version": 2
  }
}