Pith Number

pith:XFDMH72Z

pith:2025:XFDMH72Z24UHOLP6KWQMSNFZED

not attested not anchored not stored refs pending

When Bad Data Leads to Good Models

Fernanda Vi\'egas, Kenneth Li, Martin Wattenberg, Yida Chen

arxiv:2505.04741 v1 · 2025-05-07 · 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{XFDMH72Z24UHOLP6KWQMSNFZED}

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

1 paper in Pith

Making the Most of Limited Data: Score-Aware Training for Text-to-Music Generation

Receipt and verification

First computed	2026-07-05T11:00:13.004902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b946c3ff59d728772dfe55a0c934b920f5171b82373dd5a7a71a210e174fe7fb

Aliases

arxiv: 2505.04741 · arxiv_version: 2505.04741v1 · doi: 10.48550/arxiv.2505.04741 · pith_short_12: XFDMH72Z24UH · pith_short_16: XFDMH72Z24UHOLP6 · pith_short_8: XFDMH72Z

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/XFDMH72Z24UHOLP6KWQMSNFZED \
  | 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: b946c3ff59d728772dfe55a0c934b920f5171b82373dd5a7a71a210e174fe7fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a52cf697ac2b208e1db4c45d8f267ccf7e72b17f4c83163abbea522898b2750c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-07T19:17:49Z",
    "title_canon_sha256": "025b44c66d3ce7023182a2adb700c9a2a28f3b7afd0191d2eb8ff43fef57fb95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.04741",
    "kind": "arxiv",
    "version": 1
  }
}