Pith Number

pith:QJ3OWRRM

pith:2024:QJ3OWRRMSCP6C6WEQNZ3PRV7HY

not attested not anchored not stored refs pending

Optimizing Transformer based on high-performance optimizer for predicting employment sentiment in American social media content

Feiyang Wang, Qiaozhi Bao, Yanlin Chen, Zixuan Wang

arxiv:2410.10874 v1 · 2024-10-09 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QJ3OWRRMSCP6C6WEQNZ3PRV7HY}

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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	2026-07-05T09:20:26.344124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8276eb462c909fe17ac48373b7c6bf3e1b84e3bb2bb5399e3a1a5cd7ca2b11c7

Aliases

arxiv: 2410.10874 · arxiv_version: 2410.10874v1 · doi: 10.48550/arxiv.2410.10874 · pith_short_12: QJ3OWRRMSCP6 · pith_short_16: QJ3OWRRMSCP6C6WE · pith_short_8: QJ3OWRRM

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/QJ3OWRRMSCP6C6WEQNZ3PRV7HY \
  | 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: 8276eb462c909fe17ac48373b7c6bf3e1b84e3bb2bb5399e3a1a5cd7ca2b11c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19fc466d102300afef5493c3a6a08473d107d6e20f51b64b5eb0a302cc95962f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-09T03:14:05Z",
    "title_canon_sha256": "33f68f9ee7ce6f7882a51333c4f79186499470f82ed0ea59e7b8d5e912f8ebeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10874",
    "kind": "arxiv",
    "version": 1
  }
}