Pith Number

pith:BKUUNJUM

pith:2023:BKUUNJUMZSXPJF5H4O47AXBCGB

not attested not anchored not stored refs pending

Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code

Alastair Donaldson, Mark van der Wilk, Shahin Honarvar

arxiv:2312.14856 v3 · 2023-12-22 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BKUUNJUMZSXPJF5H4O47AXBCGB}

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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

Probing Audio-Generation Capabilities of Text-Based Language Models

Receipt and verification

First computed	2026-07-05T10:05:08.362092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0aa946a68cccaef497a7e3b9f05c22307dd94001d16b890e46447bd6fe9aeb74

Aliases

arxiv: 2312.14856 · arxiv_version: 2312.14856v3 · doi: 10.48550/arxiv.2312.14856 · pith_short_12: BKUUNJUMZSXP · pith_short_16: BKUUNJUMZSXPJF5H · pith_short_8: BKUUNJUM

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/BKUUNJUMZSXPJF5H4O47AXBCGB \
  | 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: 0aa946a68cccaef497a7e3b9f05c22307dd94001d16b890e46447bd6fe9aeb74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45fae60280dcb957b4a36b8707e2ed3e98000acc125c6a21e76546a55c2d11e4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-22T17:29:08Z",
    "title_canon_sha256": "64c88709b93b2d0be6734a163cd7f90d9760bc7710d378df5284847940b19d68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14856",
    "kind": "arxiv",
    "version": 3
  }
}