Pith Number

pith:2Y4LPWQM

pith:2023:2Y4LPWQM3DOSK3VAIFW4HXASVG

not attested not anchored not stored refs pending

Prefix Propagation: Parameter-Efficient Tuning for Long Sequences

Jonathan Li, Rohan Bhambhoria, Will Aitken, Xiaodan Zhu

arxiv:2305.12086 v2 · 2023-05-20 · 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{2Y4LPWQM3DOSK3VAIFW4HXASVG}

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.

Cited by

1 paper in Pith

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T06:13:39.843086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d638b7da0cd8dd256ea0416dc3dc12a9859d5f8e7beb8457aa0058cbd77f8aa2

Aliases

arxiv: 2305.12086 · arxiv_version: 2305.12086v2 · doi: 10.48550/arxiv.2305.12086 · pith_short_12: 2Y4LPWQM3DOS · pith_short_16: 2Y4LPWQM3DOSK3VA · pith_short_8: 2Y4LPWQM

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/2Y4LPWQM3DOSK3VAIFW4HXASVG \
  | 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: d638b7da0cd8dd256ea0416dc3dc12a9859d5f8e7beb8457aa0058cbd77f8aa2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f22257038eec5448a7d4d9a6f60ef818c86a2ce203523f4a487f95022c87425",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-20T04:07:06Z",
    "title_canon_sha256": "9049449d305aa7fd85869f703aa91645a045af94fdaff460087aad20e55f7378"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12086",
    "kind": "arxiv",
    "version": 2
  }
}