Pith Number

pith:GXDII2TP

pith:2024:GXDII2TPIP4Y7ZM3YYDBTK2MIG

not attested not anchored not stored refs pending

Training Neural Networks as Recognizers of Formal Languages

Alexandra Butoi, Anej Svete, Brian DuSell, Ghazal Khalighinejad, Josef Valvoda, Ryan Cotterell

arxiv:2411.07107 v3 · 2024-11-11 · cs.CL · 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{GXDII2TPIP4Y7ZM3YYDBTK2MIG}

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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

1 paper in Pith

Evaluating the Formal Reasoning Capabilities of Large Language Models through Chomsky Hierarchy

Receipt and verification

First computed	2026-07-05T10:47:56.164400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35c6846a6f43f98fe59bc60619ab4c41b47aa8c9329ce42cf1dc05039491e53b

Aliases

arxiv: 2411.07107 · arxiv_version: 2411.07107v3 · doi: 10.48550/arxiv.2411.07107 · pith_short_12: GXDII2TPIP4Y · pith_short_16: GXDII2TPIP4Y7ZM3 · pith_short_8: GXDII2TP

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/GXDII2TPIP4Y7ZM3YYDBTK2MIG \
  | 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: 35c6846a6f43f98fe59bc60619ab4c41b47aa8c9329ce42cf1dc05039491e53b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90d6818d661fc6eab50884abb0e32b8b090f36911e7be19ef7b33cfb62f5268f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-11T16:33:25Z",
    "title_canon_sha256": "2761f8b735e33496bf4b1f2dcac5c86b2ca312f2ea460edd06e4ccd2f0201ca2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07107",
    "kind": "arxiv",
    "version": 3
  }
}