Pith Number

pith:4QGRCY44

pith:2022:4QGRCY44JOXBLRIX7WYRV73LHR

not attested not anchored not stored refs pending

Does Attention Mechanism Possess the Feature of Human Reading? A Perspective of Sentiment Classification Task

Chengzhi Zhang, Lei Zhao, Yingyi Zhang

arxiv:2209.03557 v1 · 2022-09-08 · cs.CL · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4QGRCY44JOXBLRIX7WYRV73LHR}

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	2026-07-05T04:55:43.048634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e40d11639c4bae15c517fdb11aff6b3c56a4da861b6b8c4b20e98df71250931a

Aliases

arxiv: 2209.03557 · arxiv_version: 2209.03557v1 · doi: 10.48550/arxiv.2209.03557 · pith_short_12: 4QGRCY44JOXB · pith_short_16: 4QGRCY44JOXBLRIX · pith_short_8: 4QGRCY44

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/4QGRCY44JOXBLRIX7WYRV73LHR \
  | 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: e40d11639c4bae15c517fdb11aff6b3c56a4da861b6b8c4b20e98df71250931a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "330ed7a84c1007ad4d3ba359e029c465c542fbc8004dec05a3c81b8262e8219a",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-09-08T04:19:48Z",
    "title_canon_sha256": "a3b562242fdfdbee28d621dddae217c37ff244db5e2f9c3a5c0e4d7c1f5df1d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.03557",
    "kind": "arxiv",
    "version": 1
  }
}