Pith Number

pith:TDVPYQ7V

pith:2024:TDVPYQ7V7RR4XPAS7JQCSTQDEJ

not attested not anchored not stored refs pending

Eight Methods to Evaluate Robust Unlearning in LLMs

Aengus Lynch, Aidan Ewart, Dylan Hadfield-Menell, Phillip Guo, Stephen Casper

arxiv:2402.16835 v1 · 2024-02-26 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TDVPYQ7V7RR4XPAS7JQCSTQDEJ}

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

20 papers in Pith

Reinforcing Dual-Path Reasoning in Spatial Vision Language Models

RepSelect: Robust LLM Unlearning via Representation Selectivity

Multilingual Unlearning in LLMs: Transfer, Dynamics, and Reversibility

Position: The Term "Machine Unlearning" Is Overused in LLMs

Measuring the Depth of LLM Unlearning via Activation Patching

Receipt and verification

First computed	2026-07-05T07:49:26.596798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98eafc43f5fc63cbbc12fa60294e032264df4d4346dfa331e58d563da45aa2f1

Aliases

arxiv: 2402.16835 · arxiv_version: 2402.16835v1 · doi: 10.48550/arxiv.2402.16835 · pith_short_12: TDVPYQ7V7RR4 · pith_short_16: TDVPYQ7V7RR4XPAS · pith_short_8: TDVPYQ7V

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/TDVPYQ7V7RR4XPAS7JQCSTQDEJ \
  | 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: 98eafc43f5fc63cbbc12fa60294e032264df4d4346dfa331e58d563da45aa2f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b24d15b2a9f65738c227cda06234570719bcc5b47f4dbbb9e7d281b97bda16c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-26T18:57:37Z",
    "title_canon_sha256": "ec437d75a1b27e97e43d0db3706ccf7c3d6964da1194d09e91a62ee16eff2790"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16835",
    "kind": "arxiv",
    "version": 1
  }
}