Pith Number

pith:SPZDSXYH

pith:2024:SPZDSXYHUHOOOGMLT7HXDLPWQW

not attested not anchored not stored refs pending

Investigating Symbolic Capabilities of Large Language Models

Ankur Mali, C. Lee Giles, Daniel Kifer, Neisarg Dave

arxiv:2405.13209 v1 · 2024-05-21 · 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{SPZDSXYHUHOOOGMLT7HXDLPWQW}

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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

Assessing Large Language Models for Stabilizing Numerical Expressions in Scientific Software

Receipt and verification

First computed	2026-07-05T08:21:59.871379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93f2395f07a1dce7198b9fcf71adf685ab2dfa4b2835efc9e34ec49dfd09a43e

Aliases

arxiv: 2405.13209 · arxiv_version: 2405.13209v1 · doi: 10.48550/arxiv.2405.13209 · pith_short_12: SPZDSXYHUHOO · pith_short_16: SPZDSXYHUHOOOGML · pith_short_8: SPZDSXYH

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/SPZDSXYHUHOOOGMLT7HXDLPWQW \
  | 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: 93f2395f07a1dce7198b9fcf71adf685ab2dfa4b2835efc9e34ec49dfd09a43e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e96659e83747c5a9d48a58deb554e022a9a84a34518ed81066e1eb69852011d4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-21T21:24:34Z",
    "title_canon_sha256": "0cc1666e11c5de71ddf786494e42c192f30de895de9c08275d9de924b3fc4f53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13209",
    "kind": "arxiv",
    "version": 1
  }
}