Pith Number

pith:55TREVZF

pith:2024:55TREVZFMXAWHA5K336VN5IK6B

not attested not anchored not stored refs pending

Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation

Jindong Wang, Shikun Zhang, Wei Ye, Weizheng Gu, Xingru Jiang, Yidong Wang, Zhengran Zeng, Zhuohao Yu

arxiv:2412.15118 v2 · 2024-12-19 · cs.CL · cs.AI · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{55TREVZFMXAWHA5K336VN5IK6B}

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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

4 papers in Pith

Code as Agent Harness

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

PYTHALAB-MERA: Validation-Grounded Memory, Retrieval, and Acceptance Control for Frozen-LLM Coding Agents

PaT: Planning-after-Trial for Efficient Test-Time Code Generation

Receipt and verification

First computed	2026-07-05T11:16:53.500641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef6712572565c16383aadefd56f50af04a9af3d36a7d38a533ea259cdf1f1617

Aliases

arxiv: 2412.15118 · arxiv_version: 2412.15118v2 · doi: 10.48550/arxiv.2412.15118 · pith_short_12: 55TREVZFMXAW · pith_short_16: 55TREVZFMXAWHA5K · pith_short_8: 55TREVZF

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/55TREVZFMXAWHA5K336VN5IK6B \
  | 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: ef6712572565c16383aadefd56f50af04a9af3d36a7d38a533ea259cdf1f1617

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8f07faadba0a118ea07e0bd93ad11332a8d7487e62edae09574a8610f187b60",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T17:59:42Z",
    "title_canon_sha256": "af17e04092ef225d3217ba00914a6bcadc27f3f7f40ebeeccbe9bd14d9a0083e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15118",
    "kind": "arxiv",
    "version": 2
  }
}