Pith Number

pith:5TK5CULS

pith:2021:5TK5CULSPTWG2DQNWGTCZDXOMY

not attested not anchored not stored refs pending

Fast Model Editing at Scale

Antoine Bosselut, Charles Lin, Chelsea Finn, Christopher D. Manning, Eric Mitchell

arxiv:2110.11309 v2 · 2021-10-21 · cs.LG · cs.AI · 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{5TK5CULSPTWG2DQNWGTCZDXOMY}

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

24 papers in Pith

Evaluating and Understanding Model Editing for Medical Vision Language Models

Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs

Memory Contagion: Cross-Temporal Propagation of Evaluator Bias via Agent Memory

Exposing the Illusion of Erasure in Knowledge Editing for LLMs

Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory

Receipt and verification

First computed	2026-07-05T04:31:25.942136Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecd5d151727cec6d0e0db1a62c8eee66376446839dc73d9e4b3e7b780f9b67dd

Aliases

arxiv: 2110.11309 · arxiv_version: 2110.11309v2 · doi: 10.48550/arxiv.2110.11309 · pith_short_12: 5TK5CULSPTWG · pith_short_16: 5TK5CULSPTWG2DQN · pith_short_8: 5TK5CULS

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/5TK5CULSPTWG2DQNWGTCZDXOMY \
  | 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: ecd5d151727cec6d0e0db1a62c8eee66376446839dc73d9e4b3e7b780f9b67dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b024410c97eff65a7c67593ec3cb9701cf7aa0c850810ff932753df409e8aeec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T17:41:56Z",
    "title_canon_sha256": "3ec520dd7ca0a3bfe6a5b30e4127908377cc8eeb469fbd3669aa8e3529649f89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11309",
    "kind": "arxiv",
    "version": 2
  }
}