Pith Number

pith:NETQRCQW

pith:2025:NETQRCQWEJD6OAXLKV3JKFZHUP

not attested not anchored not stored refs pending

Dynamic Scaling of Unit Tests for Code Reward Modeling

Jie Tang, Jifan Yu, Jing Zhang, Sijia Luo, Xiaokang Zhang, Zeyao Ma

arxiv:2501.01054 v1 · 2025-01-02 · cs.CL · cs.SE

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\usepackage{pith}
\pithnumber{NETQRCQWEJD6OAXLKV3JKFZHUP}

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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

The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms

Self-Supervised On-Policy Distillation for Reasoning Language Models

When Should an AI Workflow Release? Always-Valid Inference for Black-Box Generate-Verify Systems

An Iterative Test-and-Repair Framework for Competitive Code Generation

Receipt and verification

First computed	2026-07-05T09:56:13.629717Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6927088a162247e702eb5576951727a3f5041cc06446fdc0c45a0a836a9a2674

Aliases

arxiv: 2501.01054 · arxiv_version: 2501.01054v1 · doi: 10.48550/arxiv.2501.01054 · pith_short_12: NETQRCQWEJD6 · pith_short_16: NETQRCQWEJD6OAXL · pith_short_8: NETQRCQW

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/NETQRCQWEJD6OAXLKV3JKFZHUP \
  | 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: 6927088a162247e702eb5576951727a3f5041cc06446fdc0c45a0a836a9a2674

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "232b6fe5be8e89aeb7302a482ba6225e3d5281492be1d7e1bcf367232e20f02c",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-02T04:33:31Z",
    "title_canon_sha256": "7bb3263b72703751df1c58f4f57ea22d3553aeae7f5683ba989c779f545f101f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01054",
    "kind": "arxiv",
    "version": 1
  }
}