Pith Number

pith:O2OKSZJQ

pith:2024:O2OKSZJQUTKNSRGKK6BH3OUY6G

not attested not anchored not stored refs pending

Large Language Models for Data Annotation and Synthesis: A Survey

Alimohammad Beigi, Amrita Bhattacharjee, Bohan Jiang, Dawei Li, Huan Liu, Jundong Li, Lu Cheng, Mansooreh Karami, Song Wang, Zhen Tan

arxiv:2402.13446 v3 · 2024-02-21 · cs.CL

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\usepackage{pith}
\pithnumber{O2OKSZJQUTKNSRGKK6BH3OUY6G}

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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

13 papers in Pith

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Cognitive-Uncertainty Guided Knowledge Distillation for Accurate Classification of Student Misconceptions

AI in the Wild: A Large Scale Analysis of Authentic Interactions of College Students with Generative AI

A Leaf-Level Dataset for Soybean-Cotton Detection and Segmentation

A Survey of Scaling in Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T09:43:27.495953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

769ca96530a4d4d944ca57827dba98f19f5a938ce269211ef36fa3101213543a

Aliases

arxiv: 2402.13446 · arxiv_version: 2402.13446v3 · doi: 10.48550/arxiv.2402.13446 · pith_short_12: O2OKSZJQUTKN · pith_short_16: O2OKSZJQUTKNSRGK · pith_short_8: O2OKSZJQ

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/O2OKSZJQUTKNSRGKK6BH3OUY6G \
  | 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: 769ca96530a4d4d944ca57827dba98f19f5a938ce269211ef36fa3101213543a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "825c28dd48ee7d8f6fd26bfbb40fd6d87640aec0981bda468cd1746d50b81668",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-21T00:44:04Z",
    "title_canon_sha256": "a856c10eb052171a89a68a2ef69e6e8840aedd74a709aa2ecf590a1f55ca8faa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13446",
    "kind": "arxiv",
    "version": 3
  }
}