Pith Number

pith:ZMMNP36S

pith:2024:ZMMNP36SSQ4XYFGSYXLHFYE2LG

not attested not anchored not stored refs pending

RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning

Gabriel Synnaeve, Jade Copet, Jonas Gehring, Kunhao Zheng, Quentin Carbonneaux, Taco Cohen, Vegard Mella

arxiv:2410.02089 v2 · 2024-10-02 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZMMNP36SSQ4XYFGSYXLHFYE2LG}

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

26 papers in Pith

Sakana Fugu Technical Report

DecompRL: Solving Harder Problems by Learning Modular Code Generation

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

Learning the Error Patterns of Language Models

Receipt and verification

First computed	2026-07-05T10:16:13.316085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb18d7efd294397c14d2c5d672e09a59a5cea078a2802c450e4074ee254c93cf

Aliases

arxiv: 2410.02089 · arxiv_version: 2410.02089v2 · doi: 10.48550/arxiv.2410.02089 · pith_short_12: ZMMNP36SSQ4X · pith_short_16: ZMMNP36SSQ4XYFGS · pith_short_8: ZMMNP36S

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/ZMMNP36SSQ4XYFGSYXLHFYE2LG \
  | 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: cb18d7efd294397c14d2c5d672e09a59a5cea078a2802c450e4074ee254c93cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c76b6a694bcc41a13d04ccf82a78ba89c5b17dc4edfa01ef9414304e1effa2e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-02T23:25:17Z",
    "title_canon_sha256": "c50d4ca167ea926f2ce1754c14aa653203c62ca9daccd440508ac00dff7e6d4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02089",
    "kind": "arxiv",
    "version": 2
  }
}