Pith Number

pith:WDC5EEDH

pith:2024:WDC5EEDHA4IVRPRZPI4IJLIFTX

not attested not anchored not stored refs pending

Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models

Alex Havrilla, Alon Albalak, Andrew Dai, Baber Abbasi, Chase Blagden, Dakota Mahan, Duy Phung, Elliot Meyerson, Fabrizio Milo, Giovanni Paolini, Kanishk Gandhi, Koen Oostermeijer, Laura O'Mahony, Maia Iyer, Mohammed Hamdy, Pawan Sasanka Ammanamanchi, Sharath Chandra Raparthy, Srishti Gureja, Vera Zisler, Wen-Ding Li

arxiv:2412.02980 v2 · 2024-12-04 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WDC5EEDHA4IVRPRZPI4IJLIFTX}

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

3 papers in Pith

Redefining Maritime Anomaly Detection via Equation-Grounded Synthetic Anomalies

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency

QDTraj: Exploration of Diverse Trajectory Primitives for Articulated Objects Robotic Manipulation

Receipt and verification

First computed	2026-07-05T09:46:55.765156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0c5d21067071158be397a3884ad059ddfbd1f4605b677c3f603810cacbd1607

Aliases

arxiv: 2412.02980 · arxiv_version: 2412.02980v2 · doi: 10.48550/arxiv.2412.02980 · pith_short_12: WDC5EEDHA4IV · pith_short_16: WDC5EEDHA4IVRPRZ · pith_short_8: WDC5EEDH

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/WDC5EEDHA4IVRPRZPI4IJLIFTX \
  | 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: b0c5d21067071158be397a3884ad059ddfbd1f4605b677c3f603810cacbd1607

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55d20a298938adbb0440df714d64f936b6a56f69f8e5e323b7a8fd9d32dce902",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-04T02:47:45Z",
    "title_canon_sha256": "03f3c7aee9bb0947ce938ef605be262385670dc8f67bff404c1c770ac561ed22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02980",
    "kind": "arxiv",
    "version": 2
  }
}