Pith Number

pith:6OCSUEHK

pith:2024:6OCSUEHKJA7CUQCSSOFDWJIUQT

not attested not anchored not stored refs pending

Refine Large Language Model Fine-tuning via Instruction Vector

Defu Lian, Gangwei Jiang, Ying Wei, Zhaoyi Li

arxiv:2406.12227 v3 · 2024-06-18 · 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{6OCSUEHKJA7CUQCSSOFDWJIUQT}

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

3 papers in Pith

Fine-Tuning Without Forgetting via Loss-Adaptive Learning Rates

FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models

Receipt and verification

First computed	2026-07-05T09:41:38.123389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3852a10ea483e2a4052938a3b251484ec738672859f889bb2f8a8d8a24e30e9

Aliases

arxiv: 2406.12227 · arxiv_version: 2406.12227v3 · doi: 10.48550/arxiv.2406.12227 · pith_short_12: 6OCSUEHKJA7C · pith_short_16: 6OCSUEHKJA7CUQCS · pith_short_8: 6OCSUEHK

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/6OCSUEHKJA7CUQCSSOFDWJIUQT \
  | 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: f3852a10ea483e2a4052938a3b251484ec738672859f889bb2f8a8d8a24e30e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46f82a7db8473beb05bc227a584ec99ccc4cd7d7ddd171faae046347a3e7b046",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-18T03:05:08Z",
    "title_canon_sha256": "92369abe6fbc5884f03e2029ebcaf1e7a2e194370ea494521839662d596c60c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12227",
    "kind": "arxiv",
    "version": 3
  }
}