Pith Number

pith:NFZUJRGF

pith:2024:NFZUJRGFD4FF5VAOP56TFBFWUG

not attested not anchored not stored refs pending

MUSE: Machine Unlearning Six-Way Evaluation for Language Models

Ari Holtzman, Chiyuan Zhang, Daogao Liu, Jaechan Lee, Jieyu Zhao, Luke Zettlemoyer, Noah A. Smith, Sadhika Malladi, Weijia Shi, Yangsibo Huang

arxiv:2407.06460 v2 · 2024-07-08 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{NFZUJRGFD4FF5VAOP56TFBFWUG}

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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

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REMEDI: A Benchmark for Retention and Unlearning Evaluation in Multi-label Clinical Disease Inference

Receipt and verification

First computed	2026-07-05T08:43:30.307965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

697344c4c51f0a5ed40e7f7d3284b6a18a7649eee1abb197bfb1eaa5f530df67

Aliases

arxiv: 2407.06460 · arxiv_version: 2407.06460v2 · doi: 10.48550/arxiv.2407.06460 · pith_short_12: NFZUJRGFD4FF · pith_short_16: NFZUJRGFD4FF5VAO · pith_short_8: NFZUJRGF

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/NFZUJRGFD4FF5VAOP56TFBFWUG \
  | 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: 697344c4c51f0a5ed40e7f7d3284b6a18a7649eee1abb197bfb1eaa5f530df67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "490534ecd06b5de84f03dd4408cac75d21cf1eee820b293e81c0916ba5d0c735",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-08T23:47:29Z",
    "title_canon_sha256": "658c0965bbd913b705d5bcfa063a8b8af00cdfce01c70e9e888228110e0f2779"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06460",
    "kind": "arxiv",
    "version": 2
  }
}