Pith Number

pith:4DFNLUSB

pith:2025:4DFNLUSB2TVDIJYF3ZPAUUX4YG

not attested not anchored not stored refs pending

A Neurosymbolic Approach to Natural Language Formalization and Verification

Aditya Gokhale, Ali Torkamani, Aman Goel, Andrew M. Kent, Benjamin Kiesl-Reiter, Byron Cook, Chenyang An, Darion Cassel, Dejan Jovanovi\'c, Dimitra Giannakopoulou, Divya Raghunathan, Duncan Clough, Ferhat Erata, Jeffrey J. Kuna, Jianan Yao, Joe Hendrix, Joseph Lilien, Marc Hudak, Michael Tautschnig, Michael W. Whalen, Nadia Labai, Nafi Diallo, Nathaniel Weir, Nick Feng, Niloofar Razavi, R\'emi Delmas, Sam Bayless, Stefano Buliani, Victor Heorhiadi, Zvonimir Rakamari\'c

arxiv:2511.09008 v2 · 2025-11-12 · cs.CL · cs.AI · cs.LG · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4DFNLUSB2TVDIJYF3ZPAUUX4YG}

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

5 papers in Pith

Closing the Loop: Formally Verified Law as a Reward Signal for Self-Improving Legal AI

Managing Uncertainty in LLM-Generated Procedural Knowledge for Virtual Laboratory Planning

Neurosymbolic Auditing of Natural-Language Software Requirements

MANTRA: Synthesizing SMT-Validated Compliance Benchmarks for Tool-Using LLM Agents

FregeLogic at SemEval 2026 Task 11: A Hybrid Neuro-Symbolic Architecture for Content-Robust Syllogistic Validity Prediction

Receipt and verification

First computed	2026-07-15T00:21:14.069961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0cad5d241d4ea342705de5e0a52fcc1b16aa1c10c43a27c35e2186453f892b0

Aliases

arxiv: 2511.09008 · arxiv_version: 2511.09008v2 · doi: 10.48550/arxiv.2511.09008 · pith_short_12: 4DFNLUSB2TVD · pith_short_16: 4DFNLUSB2TVDIJYF · pith_short_8: 4DFNLUSB

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/4DFNLUSB2TVDIJYF3ZPAUUX4YG \
  | 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: e0cad5d241d4ea342705de5e0a52fcc1b16aa1c10c43a27c35e2186453f892b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc3a38ff5aa02dfb471892221e9536a47fa1ee28837d1cdbc5a12d442c4805e2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.LO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-11-12T06:00:37Z",
    "title_canon_sha256": "ec01f7b49cad897f11d1b62da49f8cec9eeaa5a7d1da2c5f2a44b6b6e003948d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.09008",
    "kind": "arxiv",
    "version": 2
  }
}