Pith Number

pith:IZGHA42X

pith:2025:IZGHA42XP3IFN3DPL4YWVK2JF5

not attested not anchored not stored refs pending

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Binhang Yuan, Bowen Zhou, Chenghua Lin, Chuanhao Yan, Fengdi Che, Hang Zhao, Jie Fu, Jingzhe Shi, Xingwei Qu, Xin Li, Xuhan Huang, Xu Xu, Yaodong Yang, Yizhi Li, Yu Qiao

arxiv:2507.16331 v4 · 2025-07-22 · 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{IZGHA42XP3IFN3DPL4YWVK2JF5}

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

6 papers in Pith

Automating Formal Verification with Reinforcement Learning and Recursive Inference

Rethinking Agentic Reinforcement Learning In Large Language Models

Differentiable Evolutionary Reinforcement Learning

Rethinking Agentic Reinforcement Learning In Large Language Models

Receipt and verification

First computed	2026-07-07T01:15:56.504212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

464c7073577ed056ec6f5f316aab492f7db7bf32d3e5a761679a08a826e69dea

Aliases

arxiv: 2507.16331 · arxiv_version: 2507.16331v4 · doi: 10.48550/arxiv.2507.16331 · pith_short_12: IZGHA42XP3IF · pith_short_16: IZGHA42XP3IFN3DP · pith_short_8: IZGHA42X

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/IZGHA42XP3IFN3DPL4YWVK2JF5 \
  | 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: 464c7073577ed056ec6f5f316aab492f7db7bf32d3e5a761679a08a826e69dea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "788fdca67adbc296622d4c726bbe5b98e7260fca5baa5905f07ad7cd740a5637",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-22T08:13:01Z",
    "title_canon_sha256": "57e1334a5d3dc05dd944e3894b016b43bb81f27c9698335d65da685242cce007"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16331",
    "kind": "arxiv",
    "version": 4
  }
}