Pith Number

pith:NRK4ZO5D

pith:2024:NRK4ZO5D7HG4UBBR2CPTGSRBUG

not attested not anchored not stored refs pending

StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback

Caishuang Huang, Enyu Zhou, Haoxiang Jia, Junjie Shan, Limao Xiong, Qi Zhang, Rui Zheng, Shihan Dou, Tao Gui, Tao Ji, Wei Shen, Xiaoran Fan, Xiao Wang, Xuanjing Huang, Yan Liu, Yuhao Zhou, Zhiheng Xi

arxiv:2402.01391 v2 · 2024-02-02 · cs.SE · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NRK4ZO5D7HG4UBBR2CPTGSRBUG}

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

19 papers in Pith

When Do Intrinsic Rewards Work for Code Reasoning? A Comprehensive Study

MAGNIFIED: RL Fine-tuning of Multimodal Large Language Models for Motion Planning

Distilling Game Code World Model Generation into Lightweight Large Language Models

Improving Small Language Models for Code Generation with Reinforcement Learning from Verification Feedback

Efficient Post-training of LLMs for Code Generation With Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:41:04.178919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c55ccbba3f9cdca0431d09f334a21a1bf6882fbbcbb4175d94dd2485d34f8ac

Aliases

arxiv: 2402.01391 · arxiv_version: 2402.01391v2 · doi: 10.48550/arxiv.2402.01391 · pith_short_12: NRK4ZO5D7HG4 · pith_short_16: NRK4ZO5D7HG4UBBR · pith_short_8: NRK4ZO5D

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/NRK4ZO5D7HG4UBBR2CPTGSRBUG \
  | 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: 6c55ccbba3f9cdca0431d09f334a21a1bf6882fbbcbb4175d94dd2485d34f8ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8dcd4482672a89e54c21b776991cdca14ee4c7a044e9c12b35949da38728c640",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-02T13:14:31Z",
    "title_canon_sha256": "d7ac05414d54ea4dea5bb4888e488ffc74fcbd02848ec9a0beff37a69ea5150f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01391",
    "kind": "arxiv",
    "version": 2
  }
}