Pith Number

pith:CO3ZGR72

pith:2024:CO3ZGR72DJIJAKCXPD33FPPYQ2

not attested not anchored not stored refs pending

Negating Negatives: Alignment with Human Negative Samples via Distributional Dispreference Optimization

Ning Gu, Peng Zhang, Shitong Duan, Tun Lu, Xiaoyuan Yi, Xing Xie, Yan Liu, Zheng Liu

arxiv:2403.03419 v2 · 2024-03-06 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CO3ZGR72DJIJAKCXPD33FPPYQ2}

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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

Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning

Receipt and verification

First computed	2026-07-05T09:13:00.029712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13b79347fa1a5090285778f7b2bdf886ad9f1a94a50810be786db5eb6fc1a1bf

Aliases

arxiv: 2403.03419 · arxiv_version: 2403.03419v2 · doi: 10.48550/arxiv.2403.03419 · pith_short_12: CO3ZGR72DJIJ · pith_short_16: CO3ZGR72DJIJAKCX · pith_short_8: CO3ZGR72

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/CO3ZGR72DJIJAKCXPD33FPPYQ2 \
  | 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: 13b79347fa1a5090285778f7b2bdf886ad9f1a94a50810be786db5eb6fc1a1bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fbcb096a13b8b3a7b77bf997672783b35e47171a8bc2d9b68c946af3b0388f4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-06T03:02:38Z",
    "title_canon_sha256": "77635df0c8700fdc12fc6a4b49494ea18b6b25108ddc9d7721a96070aaa60ed9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03419",
    "kind": "arxiv",
    "version": 2
  }
}