Pith Number

pith:J2QANFYJ

pith:2023:J2QANFYJU2LPQJMVCDNWMIFJGQ

not attested not anchored not stored refs pending

LEVER: Learning to Verify Language-to-Code Generation with Execution

Ansong Ni, Dragomir Radev, Sida I. Wang, Srini Iyer, Ves Stoyanov, Wen-tau Yih, Xi Victoria Lin

arxiv:2302.08468 v3 · 2023-02-16 · cs.LG · cs.CL · cs.PL · 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{J2QANFYJU2LPQJMVCDNWMIFJGQ}

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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

Constrained Code Generation with Discrete Diffusion

MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

Teaching Large Language Models to Self-Debug

TraceFix: Repairing Agent Coordination Protocols with TLA+ Counterexamples

Voyager: An Open-Ended Embodied Agent with Large Language Models

Receipt and verification

First computed	2026-07-05T06:46:46.082926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ea0069709a696f8259510db6620a93405f261d8ca5c841c6cefcd7e49eed988

Aliases

arxiv: 2302.08468 · arxiv_version: 2302.08468v3 · doi: 10.48550/arxiv.2302.08468 · pith_short_12: J2QANFYJU2LP · pith_short_16: J2QANFYJU2LPQJMV · pith_short_8: J2QANFYJ

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/J2QANFYJU2LPQJMVCDNWMIFJGQ \
  | 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: 4ea0069709a696f8259510db6620a93405f261d8ca5c841c6cefcd7e49eed988

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9db7f5fa52e4368942fc6c37dfbc81f4949abcdac0d7b0127523f415b40f7d34",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-16T18:23:22Z",
    "title_canon_sha256": "5fc6e8ecf937fb9effb1c496de1821a4e9252c3fecc90dd312d5a387c0ba8b88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08468",
    "kind": "arxiv",
    "version": 3
  }
}