Pith Number

pith:SLVOXWTK

pith:2025:SLVOXWTKHWNEIMMX676GQ5TOCV

not attested not anchored not stored refs pending

FisherSFT: Data-Efficient Supervised Fine-Tuning of Language Models Using Information Gain

Branislav Kveton, Gaurush Hiranandani, Kiran Thekumparampil, Kousha Kalantari, Rohan Deb, Shoham Sabach

arxiv:2505.14826 v1 · 2025-05-20 · cs.LG · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SLVOXWTKHWNEIMMX676GQ5TOCV}

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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

2 papers in Pith

AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment

Receipt and verification

First computed	2026-07-05T11:06:36.002579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92eaebda6a3d9a443197f7fc68766e1551ec226ec8b1d5ca62e000486912dfcd

Aliases

arxiv: 2505.14826 · arxiv_version: 2505.14826v1 · doi: 10.48550/arxiv.2505.14826 · pith_short_12: SLVOXWTKHWNE · pith_short_16: SLVOXWTKHWNEIMMX · pith_short_8: SLVOXWTK

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/SLVOXWTKHWNEIMMX676GQ5TOCV \
  | 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: 92eaebda6a3d9a443197f7fc68766e1551ec226ec8b1d5ca62e000486912dfcd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "650dd89e8dac1ffcb37ea59ec66ab3be390a9ed74d935fe17a3f4d57303e96f8",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T18:41:34Z",
    "title_canon_sha256": "715567791343f2dd23fc61abc8d6f91990e349569ea5e727e3c12025fc8b17f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14826",
    "kind": "arxiv",
    "version": 1
  }
}