Pith Number

pith:4GXF6KPD

pith:2024:4GXF6KPDYVHZ3GHICNG7U2TKNY

not attested not anchored not stored refs pending

KV Shifting Attention Enhances Language Modeling

Bingning Wang, Mingyu Xu, Wei Cheng, Weipeng Chen

arxiv:2411.19574 v2 · 2024-11-29 · 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{4GXF6KPDYVHZ3GHICNG7U2TKNY}

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

1 paper in Pith

Understanding Transformer from the Perspective of Associative Memory

Receipt and verification

First computed	2026-07-05T09:44:55.147054Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1ae5f29e3c54f9d98e8134dfa6a6a6e027ebf61a3e059a1ecb534aaac47f9d8

Aliases

arxiv: 2411.19574 · arxiv_version: 2411.19574v2 · doi: 10.48550/arxiv.2411.19574 · pith_short_12: 4GXF6KPDYVHZ · pith_short_16: 4GXF6KPDYVHZ3GHI · pith_short_8: 4GXF6KPD

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/4GXF6KPDYVHZ3GHICNG7U2TKNY \
  | 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: e1ae5f29e3c54f9d98e8134dfa6a6a6e027ebf61a3e059a1ecb534aaac47f9d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3add16b70bbce8828f305a56c629aa2cbf88fd11999dde0f899341dd74bc39c3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-29T09:42:38Z",
    "title_canon_sha256": "810d57a62d2dadb6ce393fdc7c1382349760e08113c0a39391a1e75974f20d25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19574",
    "kind": "arxiv",
    "version": 2
  }
}