Pith Number

pith:DUP4VEOD

pith:2026:DUP4VEODGOXOGW3656EBTDBIA3

not attested not anchored not stored refs pending

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

Alexander Rombach, Chantale Lauer, Nijat Mehdiyev

arxiv:2607.06175 v1 · 2026-07-07 · cs.CL · 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{DUP4VEODGOXOGW3656EBTDBIA3}

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.

Receipt and verification

First computed	2026-07-08T01:19:16.605212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d1fca91c333aee35b7eef88198c2806d7885050b28e07cf3f5ca6b39fcc70ff

Aliases

arxiv: 2607.06175 · arxiv_version: 2607.06175v1 · doi: 10.48550/arxiv.2607.06175 · pith_short_12: DUP4VEODGOXO · pith_short_16: DUP4VEODGOXOGW36 · pith_short_8: DUP4VEOD

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/DUP4VEODGOXOGW3656EBTDBIA3 \
  | 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: 1d1fca91c333aee35b7eef88198c2806d7885050b28e07cf3f5ca6b39fcc70ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5de6f1a4e6878137e57df3969f3f17ba1ea06e65940cfe8fbe22f3738a169f93",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-07T11:53:02Z",
    "title_canon_sha256": "2efeb2445f764c2305694cd25a2f2335d48a19aa159b21d40e809675c16508f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.06175",
    "kind": "arxiv",
    "version": 1
  }
}