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Pith Number

pith:DNOM5APU

pith:2024:DNOM5APULQ34ZRFS5MSVE6QN3R
not attested not anchored not stored refs pending

An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models

Arnav M. Das, Gantavya Bhatt, Jeffrey Bilmes, Jifan Zhang, Jordan T. Ash, Kevin Jamieson, Robert D. Nowak, Sang T. Truong, Simon S. Du, Stephen Mussmann, Yifang Chen, Yinglun Zhu

arxiv:2401.06692 v3 · 2024-01-12 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{DNOM5APULQ34ZRFS5MSVE6QN3R}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:40:58.440176Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1b5cce81f45c37ccc4b2eb25527a0ddc544f02742c69a1ec5f9ac672788a4c3b

Aliases

arxiv: 2401.06692 · arxiv_version: 2401.06692v3 · doi: 10.48550/arxiv.2401.06692 · pith_short_12: DNOM5APULQ34 · pith_short_16: DNOM5APULQ34ZRFS · pith_short_8: DNOM5APU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DNOM5APULQ34ZRFS5MSVE6QN3R \
  | 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: 1b5cce81f45c37ccc4b2eb25527a0ddc544f02742c69a1ec5f9ac672788a4c3b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0bc314f3a098bdcd2f96b9acd805de6a9c4272f08dcd663a1c3c6851adf1a77f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-12T16:56:54Z",
    "title_canon_sha256": "02540d4d68c92453db806701426ff4e3144c1331acfcf8f8bd98c0d7803fdf9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06692",
    "kind": "arxiv",
    "version": 3
  }
}