Pith Number

pith:WOB66ORR

pith:2022:WOB66ORRVZ4PC2KVWUJVWFNXZ4

not attested not anchored not stored refs pending

Measuring the Mixing of Contextual Information in the Transformer

Gerard I. G\'allego, Javier Ferrando, Marta R. Costa-juss\`a

arxiv:2203.04212 v3 · 2022-03-08 · 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{WOB66ORRVZ4PC2KVWUJVWFNXZ4}

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

5 papers in Pith

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

CachePrune: Privacy-Aware and Fine-Grained KV Cache Sharing for Efficient LLM Inference

Decoding the Multimodal Maze: A Systematic Review on the Adoption of Explainability in Multimodal Attention-based Models

Geometry-Calibrated Conformal Abstention for Language Models

Receipt and verification

First computed	2026-07-05T05:09:16.203407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b383ef3a31ae78f16955b5135b15b7cf2f76f4bc2157b7408a9004935384df7e

Aliases

arxiv: 2203.04212 · arxiv_version: 2203.04212v3 · doi: 10.48550/arxiv.2203.04212 · pith_short_12: WOB66ORRVZ4P · pith_short_16: WOB66ORRVZ4PC2KV · pith_short_8: WOB66ORR

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/WOB66ORRVZ4PC2KVWUJVWFNXZ4 \
  | 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: b383ef3a31ae78f16955b5135b15b7cf2f76f4bc2157b7408a9004935384df7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f059b3b16b6adce36b7ae2f1c42597378124f463d9a1517e63babeaded763de2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-08T17:21:27Z",
    "title_canon_sha256": "891b2c327f29e588d047772e0497a738c8437609bfee5aba10ee93e0c4c9be5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.04212",
    "kind": "arxiv",
    "version": 3
  }
}