Pith Number

pith:K6PAPKSP

pith:2024:K6PAPKSP7BXWZ6R4FKTJBNPV4G

not attested not anchored not stored refs pending

A Survey on Data Synthesis and Augmentation for Large Language Models

Chenkai Zhang, Jiahui Zhu, Ke Wang, Minjie Ren, Qingjie Liu, Qiqi Zhan, Shiwei Li, Xiaoyu Wu, Yunhong Wang, Zeming Liu, Zongye Zhang

arxiv:2410.12896 v1 · 2024-10-16 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K6PAPKSP7BXWZ6R4FKTJBNPV4G}

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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

5 papers in Pith

Creating Multilingual Mental Health Dialogue Datasets: Limits of Persona-Based Localization via Nationality and Language

Beyond Detection: A Structure-Aware Framework for Scene Text Tracking

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Mitigating Data Scarcity in Psychological Defense Classification with Context-Aware Synthetic Augmentation

Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations

Receipt and verification

First computed	2026-07-05T09:21:52.610450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

579e07aa4ff86f6cfa3c2aa690b5f5e1b9cef6cd040390acac416b2fc096dd3c

Aliases

arxiv: 2410.12896 · arxiv_version: 2410.12896v1 · doi: 10.48550/arxiv.2410.12896 · pith_short_12: K6PAPKSP7BXW · pith_short_16: K6PAPKSP7BXWZ6R4 · pith_short_8: K6PAPKSP

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/K6PAPKSP7BXWZ6R4FKTJBNPV4G \
  | 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: 579e07aa4ff86f6cfa3c2aa690b5f5e1b9cef6cd040390acac416b2fc096dd3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b747e8e7df84b446173cdf05f5a0f0afe6feca222ffb526ef846434fd2901477",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-16T16:12:39Z",
    "title_canon_sha256": "b6c2358125de7ebde6d682ee5b6432f61c06a09bcc15bc9cd45c5f493ff25aea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12896",
    "kind": "arxiv",
    "version": 1
  }
}