Pith Number

pith:537RCFLT

pith:2023:537RCFLTRUOWGR43TUHMMMBGMT

not attested not anchored not stored refs pending

SPT: Fine-Tuning Transformer-based Language Models Efficiently with Sparsification

Han Yang, James Cheng, Peiqi Yin, Xiao Yan, Yuntao Gui

arxiv:2312.10365 v1 · 2023-12-16 · cs.DC · 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{537RCFLTRUOWGR43TUHMMMBGMT}

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.

Receipt and verification

First computed	2026-07-05T07:25:05.560751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eeff1115738d1d63479b9d0ec6302664db9e47a946f5fbe4813ea5be50c0355a

Aliases

arxiv: 2312.10365 · arxiv_version: 2312.10365v1 · doi: 10.48550/arxiv.2312.10365 · pith_short_12: 537RCFLTRUOW · pith_short_16: 537RCFLTRUOWGR43 · pith_short_8: 537RCFLT

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/537RCFLTRUOWGR43TUHMMMBGMT \
  | 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: eeff1115738d1d63479b9d0ec6302664db9e47a946f5fbe4813ea5be50c0355a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "007160deae52ed64f9b8adc76d5ff475762cc5d6164e80533c2a823fd76e70c5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-12-16T07:44:52Z",
    "title_canon_sha256": "d513bf66af7f4ab4ca3e8ea23ebd9624aa0862300bdb04c6ac098b6fca11956e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10365",
    "kind": "arxiv",
    "version": 1
  }
}