Pith Number

pith:NB2SUCZD

pith:2024:NB2SUCZDJSQYLRTN5ZRSIL5SBB

not attested not anchored not stored refs pending

Navigating the Safety Landscape: Measuring Risks in Finetuning Large Language Models

Duen Horng Chau, Matthew Hull, Pin-Yu Chen, ShengYun Peng

arxiv:2405.17374 v3 · 2024-05-27 · cs.LG

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\usepackage{pith}
\pithnumber{NB2SUCZDJSQYLRTN5ZRSIL5SBB}

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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

4 papers in Pith

A Gravitational Interpretation of Fine-Tuning Reversion

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models

SafetyALFRED: Evaluating Safety-Conscious Planning of Multimodal Large Language Models

Receipt and verification

First computed	2026-07-05T09:28:50.341599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68752a0b234ca185c66dee63242fb2084aa3a07372843312f8bb3903a6e50daf

Aliases

arxiv: 2405.17374 · arxiv_version: 2405.17374v3 · doi: 10.48550/arxiv.2405.17374 · pith_short_12: NB2SUCZDJSQY · pith_short_16: NB2SUCZDJSQYLRTN · pith_short_8: NB2SUCZD

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/NB2SUCZDJSQYLRTN5ZRSIL5SBB \
  | 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: 68752a0b234ca185c66dee63242fb2084aa3a07372843312f8bb3903a6e50daf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c36947b46c11a9578f82fc1bcf4db8ba304aebc41cf8d06f4d92de81d34be231",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T17:31:56Z",
    "title_canon_sha256": "c4e8ff4bec0151e1a851327c4e177b12ee1a21ee17a9740bb5a11a3130e1b564"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17374",
    "kind": "arxiv",
    "version": 3
  }
}