Pith Number

pith:73CMOHP6

pith:2024:73CMOHP6Z6RAFZDXDV54L7LJKE

not attested not anchored not stored refs pending

The effect of fine-tuning on language model toxicity

Brent Mittelstadt, Chris Russell, Will Hawkins

arxiv:2410.15821 v1 · 2024-10-21 · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{73CMOHP6Z6RAFZDXDV54L7LJKE}

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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

5 papers in Pith

A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models

Defending Against Harmful Supervision Hidden in Benign Samples

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

Information Extraction of Nested Complex Structure of Quantum Cascade Lasers via Large Language Models

Safety Drift After Fine-Tuning: Evidence from High-Stakes Domains

Receipt and verification

First computed	2026-07-05T09:23:25.377038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fec4c71dfecfa202e4771d7bc5fd69512d1df8507d90f9890f5f34fa64389cb6

Aliases

arxiv: 2410.15821 · arxiv_version: 2410.15821v1 · doi: 10.48550/arxiv.2410.15821 · pith_short_12: 73CMOHP6Z6RA · pith_short_16: 73CMOHP6Z6RAFZDX · pith_short_8: 73CMOHP6

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/73CMOHP6Z6RAFZDXDV54L7LJKE \
  | 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: fec4c71dfecfa202e4771d7bc5fd69512d1df8507d90f9890f5f34fa64389cb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5368d3060a7b2c70a22194ce6c2f901fffcb0f5f01c45893bb997e7d01f4ec78",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-21T09:39:09Z",
    "title_canon_sha256": "afa55db7ae212b45409a45394b9cbd313fefcdc9732285eead37a71827e5201c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15821",
    "kind": "arxiv",
    "version": 1
  }
}