Pith Number

pith:5SRO4UDH

pith:2024:5SRO4UDHYIPLJJCZB2B25LYJI4

not attested not anchored not stored refs pending

Best Practices and Lessons Learned on Synthetic Data

Andrew M. Dai, Chenglei Si, Daiyi Peng, Denny Zhou, Diyi Yang, Fangyu Liu, Jerry Wei, Jinmeng Rao, Ruibo Liu, Steven Zheng, Yanzhe Zhang

arxiv:2404.07503 v2 · 2024-04-11 · 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{5SRO4UDHYIPLJJCZB2B25LYJI4}

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

12 papers in Pith

Self-Study Reconsidered: The Hidden Fragility of Learning from Self-Generated QA

Synthetic Data from Cross-Domain Events for Large-Scale Recommendation Systems

How Far Are We from Generating Missing Modalities with Foundation Models?

Preserving Knowledge in Large Language Model with Model-Agnostic Self-Decompression

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

Receipt and verification

First computed	2026-07-05T08:54:10.018866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eca2ee5067c21eb4a4590e83aeaf09472e9b4dfa948ef02190e0f00b4f455484

Aliases

arxiv: 2404.07503 · arxiv_version: 2404.07503v2 · doi: 10.48550/arxiv.2404.07503 · pith_short_12: 5SRO4UDHYIPL · pith_short_16: 5SRO4UDHYIPLJJCZ · pith_short_8: 5SRO4UDH

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/5SRO4UDHYIPLJJCZB2B25LYJI4 \
  | 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: eca2ee5067c21eb4a4590e83aeaf09472e9b4dfa948ef02190e0f00b4f455484

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5196484e3fa7063178f443fd4440d1e596afd531bf32aac4a3030e979f4e573c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-11T06:34:17Z",
    "title_canon_sha256": "e2fe1fc81785db559018499dc5c0bb22d3b66fc8fd582ecd9a2d46385cccb50d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07503",
    "kind": "arxiv",
    "version": 2
  }
}