Pith Number

pith:K3MNMZLM

pith:2021:K3MNMZLMLNQFWM67EIBLBB3DHW

not attested not anchored not stored refs pending

On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers

H. Andrew Schwartz, Michael Ferdman, Niranjan Balasubramanian, Peter Milder, Shraddhan Jain, Tianchu Ji

arxiv:2106.01335 v1 · 2021-06-02 · 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{K3MNMZLMLNQFWM67EIBLBB3DHW}

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.

Receipt and verification

First computed	2026-07-05T02:45:46.619047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56d8d6656c5b605b33df2202b087633da99567ff6580f7fb3b23137f3cb97971

Aliases

arxiv: 2106.01335 · arxiv_version: 2106.01335v1 · doi: 10.48550/arxiv.2106.01335 · pith_short_12: K3MNMZLMLNQF · pith_short_16: K3MNMZLMLNQFWM67 · pith_short_8: K3MNMZLM

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/K3MNMZLMLNQFWM67EIBLBB3DHW \
  | 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: 56d8d6656c5b605b33df2202b087633da99567ff6580f7fb3b23137f3cb97971

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cb9c62d664614af914de22b543f6a4ba8dadb69442af02d4f1fe04af1f72496",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-02T17:45:47Z",
    "title_canon_sha256": "56291556882ba29bcafc324e59cff5f16e249a81eaa1e3c187dcfce9ba8a2f0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01335",
    "kind": "arxiv",
    "version": 1
  }
}