Pith Number

pith:PI4J4F2L

pith:2023:PI4J4F2LLQ22OY52CA5WV2UQVR

not attested not anchored not stored refs pending

Massive Editing for Large Language Models via Meta Learning

Chenmien Tan, Ge Zhang, Jie Fu

arxiv:2311.04661 v3 · 2023-11-08 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PI4J4F2LLQ22OY52CA5WV2UQVR}

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

4 papers in Pith

When to Write and When to Suppress: Route-Specialized Dual Adapters for Memory-Assisted Knowledge Editing

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment

Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression

Receipt and verification

First computed	2026-07-05T07:37:14.125851Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a389e174b5c35a763ba103b6aea90ac54f0c7a8ec8e7c9250c7ebf627a90f90

Aliases

arxiv: 2311.04661 · arxiv_version: 2311.04661v3 · doi: 10.48550/arxiv.2311.04661 · pith_short_12: PI4J4F2LLQ22 · pith_short_16: PI4J4F2LLQ22OY52 · pith_short_8: PI4J4F2L

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/PI4J4F2LLQ22OY52CA5WV2UQVR \
  | 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: 7a389e174b5c35a763ba103b6aea90ac54f0c7a8ec8e7c9250c7ebf627a90f90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cee879428a692693ebb31ad186abfa5fb66e9bdd4814ef9c01632e7664f912ba",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-08T13:03:06Z",
    "title_canon_sha256": "cda5775d04cc93ad0a0bddfac83019051905dcb55c441e69380df27541b2e6ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04661",
    "kind": "arxiv",
    "version": 3
  }
}