Pith Number

pith:AIJBOCS3

pith:2025:AIJBOCS3MAF2OKRWZE424IXNP4

not attested not anchored not stored refs pending

Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems

Bin Xu, Hao Peng, Juanzi Li, Lei Hou, Xiaozhi Wang, Yunjia Qi, Zijun Yao

arxiv:2502.19328 v1 · 2025-02-26 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AIJBOCS3MAF2OKRWZE424IXNP4}

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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

5 papers in Pith

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Visual-ERM: Reward Modeling for Visual Equivalence

From System 1 to System 2: A Survey of Reasoning Large Language Models

StoryAlign: Evaluating and Training Reward Models for Story Generation

SPREG: Structured Plan Repair with Entropy-Guided Test-Time Intervention for Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T10:20:30.382920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0212170a5b600ba72a36c939ae22ed7f2ced3cae1acf306dfd8bdcb490564bb8

Aliases

arxiv: 2502.19328 · arxiv_version: 2502.19328v1 · doi: 10.48550/arxiv.2502.19328 · pith_short_12: AIJBOCS3MAF2 · pith_short_16: AIJBOCS3MAF2OKRW · pith_short_8: AIJBOCS3

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/AIJBOCS3MAF2OKRWZE424IXNP4 \
  | 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: 0212170a5b600ba72a36c939ae22ed7f2ced3cae1acf306dfd8bdcb490564bb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53113ba94618ceba2b6bf369a0fe5950dffccdbfdba1049da36cb223b95c0f18",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T17:19:12Z",
    "title_canon_sha256": "0f8608771500e842767dde0648c6f12e45e30724b0491ce0f60a62d4663166ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19328",
    "kind": "arxiv",
    "version": 1
  }
}