Pith Number

pith:WMVWGTIV

pith:2020:WMVWGTIVEVGATT3BI2U3U46HAZ

not attested not anchored not stored refs pending

Attention Flows: Analyzing and Comparing Attention Mechanisms in Language Models

Jiayao Wang, Joseph F DeRose, Matthew Berger

arxiv:2009.07053 v1 · 2020-09-03 · cs.HC · 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{WMVWGTIVEVGATT3BI2U3U46HAZ}

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	2026-07-05T01:35:40.383685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b32b634d15254c09cf6146a9ba73c7064193546bebfb8c68db3e18be1684b44f

Aliases

arxiv: 2009.07053 · arxiv_version: 2009.07053v1 · doi: 10.48550/arxiv.2009.07053 · pith_short_12: WMVWGTIVEVGA · pith_short_16: WMVWGTIVEVGATT3B · pith_short_8: WMVWGTIV

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/WMVWGTIVEVGATT3BI2U3U46HAZ \
  | 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: b32b634d15254c09cf6146a9ba73c7064193546bebfb8c68db3e18be1684b44f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0598d1d3cf85ce71777e765dee2b5daf3c760a78300843e4247b72557d509d6",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2020-09-03T19:56:30Z",
    "title_canon_sha256": "01e612a0abcaedb949764365e8a3c27afe9b2b70670744ff91eac3f7318bd8a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.07053",
    "kind": "arxiv",
    "version": 1
  }
}