Pith Number

pith:BVH3UGGB

pith:2023:BVH3UGGBICKJFZLMWYKNJ3ILR7

not attested not anchored not stored refs pending

Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias

Alexander Ratner, Chao Zhang, Jiaming Shen, Jieyu Zhang, Ranjay Krishna, Yuchen Zhuang, Yue Yu, Yu Meng

arxiv:2306.15895 v2 · 2023-06-28 · 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{BVH3UGGBICKJFZLMWYKNJ3ILR7}

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

Towards Human-Level Book-Writing Capability

When Gradients Collide: Failure Modes of Multi-Objective Prompt Optimization for LLM Judges

Make LLM Learn to Synthesize from Streaming Experiences through Feedback

Towards Human-Level Book-Writing Capability

Receipt and verification

First computed	2026-07-05T07:02:03.068843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d4fba18c1409492e56cb614d4ed0b8fff8513b596640bc92180c56de600a7ec

Aliases

arxiv: 2306.15895 · arxiv_version: 2306.15895v2 · doi: 10.48550/arxiv.2306.15895 · pith_short_12: BVH3UGGBICKJ · pith_short_16: BVH3UGGBICKJFZLM · pith_short_8: BVH3UGGB

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/BVH3UGGBICKJFZLMWYKNJ3ILR7 \
  | 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: 0d4fba18c1409492e56cb614d4ed0b8fff8513b596640bc92180c56de600a7ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e13fdd12590dcc062b56142571e38c064430725e1687205091802a3903bf4ebe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-28T03:31:31Z",
    "title_canon_sha256": "9497560499de763059fa1176463cfce0743ddd5b458c8786f94f2ea05ad30d86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15895",
    "kind": "arxiv",
    "version": 2
  }
}