Pith Number

pith:IX2K6MDJ

pith:2024:IX2K6MDJWBAL333S5UPOJE4TN5

not attested not anchored not stored refs pending

Scaling Sparse Fine-Tuning to Large Language Models

Alan Ansell, Anna Korhonen, Edoardo M. Ponti, Hannah Sterz, Ivan Vuli\'c

arxiv:2401.16405 v2 · 2024-01-29 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IX2K6MDJWBAL333S5UPOJE4TN5}

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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

When Data Is Scarce: Scaling Sparse Language Models with Repeated Training

One Algorithm, Two Goals: Dual Scoring for Parameter and Data Selection in LLM Fine-Tuning

Receipt and verification

First computed	2026-07-05T07:40:43.710690Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45f4af3069b040bdef72ed1ee493936f67348ab57b28dc42455bbc5f78c4442a

Aliases

arxiv: 2401.16405 · arxiv_version: 2401.16405v2 · doi: 10.48550/arxiv.2401.16405 · pith_short_12: IX2K6MDJWBAL · pith_short_16: IX2K6MDJWBAL333S · pith_short_8: IX2K6MDJ

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/IX2K6MDJWBAL333S5UPOJE4TN5 \
  | 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: 45f4af3069b040bdef72ed1ee493936f67348ab57b28dc42455bbc5f78c4442a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d40b0b4259a2e331f9a36f1a5e6b0cff04c938227611b3183c47063c634eff26",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-29T18:43:49Z",
    "title_canon_sha256": "ac6b6fb08c9559a9a9a1583a3753e703a4198f19a1eca48052f07e97e8e99211"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16405",
    "kind": "arxiv",
    "version": 2
  }
}