Pith Number

pith:NBQXGMFI

pith:2024:NBQXGMFI23KJVA3YUNO4ASJI5Q

not attested not anchored not stored refs pending

Why LLMs Are Bad at Synthetic Table Generation (and what to do about it)

Cho-Ting Lee, Mandar Sharma, Naren Ramakrishnan, Nikhil Muralidhar, Raquib Bin Yousuf, Shengzhe Xu

arxiv:2406.14541 v3 · 2024-06-20 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NBQXGMFI23KJVA3YUNO4ASJI5Q}

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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

3 papers in Pith

Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data Generation

LLM-TabLogic: Preserving Inter-Column Logical Relationships in Synthetic Tabular Data via Prompt-Guided Latent Diffusion

Receipt and verification

First computed	2026-07-05T10:30:54.467551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68617330a8d6d49a8378a35dc04928ec15e69ad1f2e2c94d8fb91cf2266b8150

Aliases

arxiv: 2406.14541 · arxiv_version: 2406.14541v3 · doi: 10.48550/arxiv.2406.14541 · pith_short_12: NBQXGMFI23KJ · pith_short_16: NBQXGMFI23KJVA3Y · pith_short_8: NBQXGMFI

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/NBQXGMFI23KJVA3YUNO4ASJI5Q \
  | 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: 68617330a8d6d49a8378a35dc04928ec15e69ad1f2e2c94d8fb91cf2266b8150

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b54ca002b718569ce4e4996ddbb99028e777a48e0429ba02addfb2c091e0088",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-20T17:52:29Z",
    "title_canon_sha256": "317d904acc4a8b1082334e2751725e1286a57c43ed1e993cdaacc6b4a637005b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14541",
    "kind": "arxiv",
    "version": 3
  }
}