Pith Number

pith:EOLWVEHW

pith:2025:EOLWVEHWQBFTQV3CPZV65YTJF3

not attested not anchored not stored refs pending

RL-Struct: A Lightweight Reinforcement Learning Framework for Reliable Structured Output in LLMs

Ruike Hu, Shulei Wu

arxiv:2512.00319 v3 · 2025-11-29 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EOLWVEHWQBFTQV3CPZV65YTJF3}

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

1 paper in Pith

Improving LLM-Generated Process Model Quality Through Reinforcement Learning: The Role of Reward Function Design

Receipt and verification

First computed	2026-07-20T00:18:16.190441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23976a90f6804b3857627e6beee2692ec55bc58d84e77df5cf40ae5ee9ef0594

Aliases

arxiv: 2512.00319 · arxiv_version: 2512.00319v3 · doi: 10.48550/arxiv.2512.00319 · pith_short_12: EOLWVEHWQBFT · pith_short_16: EOLWVEHWQBFTQV3C · pith_short_8: EOLWVEHW

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/EOLWVEHWQBFTQV3CPZV65YTJF3 \
  | 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: 23976a90f6804b3857627e6beee2692ec55bc58d84e77df5cf40ae5ee9ef0594

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7a70a008dd9b48a096c43139cb5eb4d58e7d496a3623bbebc1858a83a211315",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-11-29T04:47:14Z",
    "title_canon_sha256": "db7e47ddfe2ccdf167877168c2d7bbab475c45ba152833aa53e990f963d85dc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.00319",
    "kind": "arxiv",
    "version": 3
  }
}