Pith Number

pith:5SFVAK6B

pith:2024:5SFVAK6BAI4LSUVRM6WOUSHAPX

not attested not anchored not stored refs pending

Data Augmentation using Large Language Models: Data Perspectives, Learning Paradigms and Challenges

Anh Tuan Luu, Bosheng Ding, Chengwei Qin, Guizhen Chen, Junjie Hu, Ruochen Zhao, Shafiq Joty, Tianze Luo, Wenhan Xia, Xinze Li

arxiv:2403.02990 v4 · 2024-03-05 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5SFVAK6BAI4LSUVRM6WOUSHAPX}

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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

3 papers in Pith

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Duluth at SemEval-2026 Task 6: DeBERTa with LLM-Augmented Data for Unmasking Political Question Evasions

Adversarial Arena: Crowdsourcing Data Generation through Interactive Competition

Receipt and verification

First computed	2026-07-05T08:38:58.093098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec8b502bc10238b952b167acea48e07dde82cfc5609ba8966bb4785e2869b977

Aliases

arxiv: 2403.02990 · arxiv_version: 2403.02990v4 · doi: 10.48550/arxiv.2403.02990 · pith_short_12: 5SFVAK6BAI4L · pith_short_16: 5SFVAK6BAI4LSUVR · pith_short_8: 5SFVAK6B

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/5SFVAK6BAI4LSUVRM6WOUSHAPX \
  | 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: ec8b502bc10238b952b167acea48e07dde82cfc5609ba8966bb4785e2869b977

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "227739b7844c2ab67a0959501ffdb7a86b2eec35deaab0afeeb21258e3a5af1e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-05T14:11:54Z",
    "title_canon_sha256": "f18260a3aa7248b62737878846bb276953bb60cdd917d5d77ac0dd0814e19621"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02990",
    "kind": "arxiv",
    "version": 4
  }
}