Pith Number

pith:FGGWVUKI

pith:2023:FGGWVUKIYA3YX7KHWKYW2QZEPW

not attested not anchored not stored refs pending

DEFT: Data Efficient Fine-Tuning for Pre-Trained Language Models via Unsupervised Core-Set Selection

Devleena Das, Vivek Khetan

arxiv:2310.16776 v5 · 2023-10-25 · 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{FGGWVUKIYA3YX7KHWKYW2QZEPW}

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

1 paper in Pith

Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities

Receipt and verification

First computed	2026-07-05T08:31:06.540333Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

298d6ad148c0378bfd47b2b16d43247dae7ac4919c2861665f91846114ba3a4d

Aliases

arxiv: 2310.16776 · arxiv_version: 2310.16776v5 · doi: 10.48550/arxiv.2310.16776 · pith_short_12: FGGWVUKIYA3Y · pith_short_16: FGGWVUKIYA3YX7KH · pith_short_8: FGGWVUKI

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/FGGWVUKIYA3YX7KHWKYW2QZEPW \
  | 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: 298d6ad148c0378bfd47b2b16d43247dae7ac4919c2861665f91846114ba3a4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "caf9af3794e01609edc6862d30e03f9e827e3ce0cb587ba2476197c009515fe1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-25T17:06:42Z",
    "title_canon_sha256": "879a49293f184576e192d6d92d587f50b0107ddf68f5820975941d7c69278c0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16776",
    "kind": "arxiv",
    "version": 5
  }
}