Pith Number

pith:27NM2QFF

pith:2024:27NM2QFFJXYPCAEKERPN2JW3KW

not attested not anchored not stored refs pending

Interpreting Key Mechanisms of Factual Recall in Transformer-Based Language Models

Ang Lv, Jian Xie, Ji-Rong Wen, Kaiyi Zhang, Lifeng Liu, Rui Yan, Yuhan Chen, Yulong Wang

arxiv:2403.19521 v4 · 2024-03-28 · cs.CL · cs.AI · 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{27NM2QFFJXYPCAEKERPN2JW3KW}

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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

9 papers in Pith

Your UnEmbedding Matrix is Secretly a Feature Lens for Text Embeddings

Relational Linear Properties in Language Models: An Empirical Investigation

Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence

Relational Linear Properties in Language Models: An Empirical Investigation

Deep sequence models tend to memorize geometrically; it is unclear why

Receipt and verification

First computed	2026-07-05T08:22:39.054852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7dacd40a54df0f1008a245edd26db5587e44183b169e5b11ce96cad5bef3655

Aliases

arxiv: 2403.19521 · arxiv_version: 2403.19521v4 · doi: 10.48550/arxiv.2403.19521 · pith_short_12: 27NM2QFFJXYP · pith_short_16: 27NM2QFFJXYPCAEK · pith_short_8: 27NM2QFF

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/27NM2QFFJXYPCAEKERPN2JW3KW \
  | 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: d7dacd40a54df0f1008a245edd26db5587e44183b169e5b11ce96cad5bef3655

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3b5962c6ef2cefdf1b67dba50c09317435391576191ec718a557f7a9155f38f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-28T15:54:59Z",
    "title_canon_sha256": "4d3352c920aa459b9a25300c1b0f66676e8e63aa146e0b3ccf9757042be3b63e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19521",
    "kind": "arxiv",
    "version": 4
  }
}