Pith Number

pith:U5MFHSC4

pith:2025:U5MFHSC4VEDUY3CD3NXFDQFNX7

not attested not anchored not stored refs pending

Collaborative Distillation Strategies for Parameter-Efficient Language Model Deployment

Junliang Du, Tianze Kang, Xiandong Meng, Xin Hu, Yan Wu, Yexin Tian

arxiv:2507.15198 v1 · 2025-07-21 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U5MFHSC4VEDUY3CD3NXFDQFNX7}

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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

Structure-Learnable Adapter Fine-Tuning for Parameter-Efficient Large Language Models

Receipt and verification

First computed	2026-07-05T11:40:20.061968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a75853c85ca9074c6c43db6e51c0adbff4f0dcad513a5fba872b97d59133fd40

Aliases

arxiv: 2507.15198 · arxiv_version: 2507.15198v1 · doi: 10.48550/arxiv.2507.15198 · pith_short_12: U5MFHSC4VEDU · pith_short_16: U5MFHSC4VEDUY3CD · pith_short_8: U5MFHSC4

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/U5MFHSC4VEDUY3CD3NXFDQFNX7 \
  | 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: a75853c85ca9074c6c43db6e51c0adbff4f0dcad513a5fba872b97d59133fd40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b07041690d9d23e1269a1abbb7a416720f02a79c07a454ed5d0bd8b8f702fe02",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-21T02:55:33Z",
    "title_canon_sha256": "b224dbc9f903950908984d042a1776f903de946e142d07a021bf7867c5b11e69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15198",
    "kind": "arxiv",
    "version": 1
  }
}