Pith Number

pith:ED2CR3R2

pith:2025:ED2CR3R2YRH2NSBNLOMWKSBAQ7

not attested not anchored not stored refs pending

Structured Gradient Guidance for Few-Shot Adaptation in Large Language Models

Binrong Zhu, Guiran Liu, Hanlu Zhang, Hongye Zheng, Ray Pan, Yichen Wang

arxiv:2506.00726 v1 · 2025-05-31 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ED2CR3R2YRH2NSBNLOMWKSBAQ7}

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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

Collaborative Distillation Strategies for Parameter-Efficient Language Model Deployment

Receipt and verification

First computed	2026-07-05T11:13:39.448734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20f428ee3ac44fa6c82d5b9965482087e46a4e2c9d327657bf9c0eef12cdcced

Aliases

arxiv: 2506.00726 · arxiv_version: 2506.00726v1 · doi: 10.48550/arxiv.2506.00726 · pith_short_12: ED2CR3R2YRH2 · pith_short_16: ED2CR3R2YRH2NSBN · pith_short_8: ED2CR3R2

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/ED2CR3R2YRH2NSBNLOMWKSBAQ7 \
  | 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: 20f428ee3ac44fa6c82d5b9965482087e46a4e2c9d327657bf9c0eef12cdcced

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fed59943f56ae7d05e19aa1e9a6fab83be3d9f2b19973b8ac17ff23c5d9cf0c7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-31T21:59:01Z",
    "title_canon_sha256": "9ac705e716fff31d45abb551c388dd9793e90253307c1a00f3840c1545b77afe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00726",
    "kind": "arxiv",
    "version": 1
  }
}