Pith Number

pith:NDSY4JGO

pith:2025:NDSY4JGODVCHVPF7IYVQQIEWQJ

not attested not anchored not stored refs pending

Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning

Conghui He, Jiajun Zhang, Jize Wang, Kaixin Li, Linfeng Zhang, Shaobo Wang, Xiangqi Jin, Xuming Hu, Zhong Li, Zichen Wen, Ziming Wang

arxiv:2505.12212 v3 · 2025-05-18 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NDSY4JGODVCHVPF7IYVQQIEWQJ}

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

2 papers in Pith

GRIP-VLM: Group-Relative Importance Pruning for Efficient Vision-Language Models

GRACE: A Dynamic Coreset Selection Framework for Large Language Model Optimization

Receipt and verification

First computed	2026-07-05T11:13:25.629641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68e58e24ce1d447abcbf462b082096825571a14609c18291fbf3110cc86c576d

Aliases

arxiv: 2505.12212 · arxiv_version: 2505.12212v3 · doi: 10.48550/arxiv.2505.12212 · pith_short_12: NDSY4JGODVCH · pith_short_16: NDSY4JGODVCHVPF7 · pith_short_8: NDSY4JGO

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/NDSY4JGODVCHVPF7IYVQQIEWQJ \
  | 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: 68e58e24ce1d447abcbf462b082096825571a14609c18291fbf3110cc86c576d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "983aa97b220d5505baec71096e8a423124354a307fda90fb7ca875d0ed128a9b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-18T03:10:00Z",
    "title_canon_sha256": "d4b021ad3b4e288ef5874181a779316d011d28ad5c307c00a9d0fd9b4f15208a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12212",
    "kind": "arxiv",
    "version": 3
  }
}