Pith Number

pith:ET322SHI

pith:2025:ET322SHIRUFXBP4LNP6GW5IBMG

not attested not anchored not stored refs pending

Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning

Pieyi Zhang, Richong Zhang, Zhijie Nie

arxiv:2503.18063 v1 · 2025-03-23 · cs.CL · 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{ET322SHIRUFXBP4LNP6GW5IBMG}

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

PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark

Receipt and verification

First computed	2026-07-05T10:38:01.680761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24f7ad48e88d0b70bf8b6bfc6b750161816eb6973954366774dd7a90e9f751e9

Aliases

arxiv: 2503.18063 · arxiv_version: 2503.18063v1 · doi: 10.48550/arxiv.2503.18063 · pith_short_12: ET322SHIRUFX · pith_short_16: ET322SHIRUFXBP4L · pith_short_8: ET322SHI

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/ET322SHIRUFXBP4LNP6GW5IBMG \
  | 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: 24f7ad48e88d0b70bf8b6bfc6b750161816eb6973954366774dd7a90e9f751e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f6dcb2ae00df02ec84babc3bdb996b7e7978c3d3b2b58e67c44a48b1fff2d12",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-23T13:09:04Z",
    "title_canon_sha256": "45aab5491a2de5d7efb1b69d5d7f64ff2367e0a6572ca90c3476ce36599bc83a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18063",
    "kind": "arxiv",
    "version": 1
  }
}