Pith Number

pith:VMFX7YHV

pith:2024:VMFX7YHVPVDO7H7XUQUBKXHHKJ

not attested not anchored not stored refs pending

How to Synthesize Text Data without Model Collapse?

Bowen Zhou, Daixuan Cheng, Ermo Hua, Hengli Li, Kaiyan Zhang, Ning Ding, Xingtai Lv, Xuekai Zhu, Zhouhan Lin, Zilong Zheng

arxiv:2412.14689 v3 · 2024-12-19 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VMFX7YHVPVDO7H7XUQUBKXHHKJ}

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

4 papers in Pith

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks

A Study of LLMs' Preferences for Libraries and Programming Languages

Position: the Stochastic Parrot in the Coal Mine. Model Collapse is a Threat to Low-Resource Communities

Receipt and verification

First computed	2026-07-05T11:10:49.684185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab0b7fe0f57d46ef9ff7a428155ce75268787541e126c5bd8bc6742e02b8e062

Aliases

arxiv: 2412.14689 · arxiv_version: 2412.14689v3 · doi: 10.48550/arxiv.2412.14689 · pith_short_12: VMFX7YHVPVDO · pith_short_16: VMFX7YHVPVDO7H7X · pith_short_8: VMFX7YHV

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/VMFX7YHVPVDO7H7XUQUBKXHHKJ \
  | 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: ab0b7fe0f57d46ef9ff7a428155ce75268787541e126c5bd8bc6742e02b8e062

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e91d91c0d6d8382420e94c820b98f689df9d007060b8f232ba5d9b7bf18913e8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T09:43:39Z",
    "title_canon_sha256": "73ec5819b38d42cfe5fdf4a9e6abd6eda5d2251a93ed6d666bf1dac570984b9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14689",
    "kind": "arxiv",
    "version": 3
  }
}