Pith Number

pith:5IKCTC4F

pith:2024:5IKCTC4FYXVOMPCBHJC2DQQRZ2

not attested not anchored not stored refs pending

Advancing Parameter Efficiency in Fine-tuning via Representation Editing

Cenyuan Zhang, Changze Lv, Jianhao Zhu, Muling Wu, Tianlong Li, Wenhao Liu, Xiaohua Wang, Xiaoqing Zheng, Xuanjing Huang, Zixuan Ling

arxiv:2402.15179 v3 · 2024-02-23 · cs.LG · 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{5IKCTC4FYXVOMPCBHJC2DQQRZ2}

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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

Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning

Receipt and verification

First computed	2026-07-05T08:26:20.497511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea14298b85c5eae63c413a45a1c211ce8eed902119f6f37d709357ccf7b52bec

Aliases

arxiv: 2402.15179 · arxiv_version: 2402.15179v3 · doi: 10.48550/arxiv.2402.15179 · pith_short_12: 5IKCTC4FYXVO · pith_short_16: 5IKCTC4FYXVOMPCB · pith_short_8: 5IKCTC4F

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/5IKCTC4FYXVOMPCBHJC2DQQRZ2 \
  | 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: ea14298b85c5eae63c413a45a1c211ce8eed902119f6f37d709357ccf7b52bec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44bbcb0d17277f3ff2a4f89756bae780c4430dafce3b11cc1deca877a84495a1",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T08:21:02Z",
    "title_canon_sha256": "ca95426e944c52f93586a275214441df4f64f6aad9731d435a1003be0974789a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15179",
    "kind": "arxiv",
    "version": 3
  }
}