Pith Number

pith:Z35YUI65

pith:2024:Z35YUI65RCVYYLFJ2XDT72XILS

not attested not anchored not stored refs pending

Efficiency optimization of large-scale language models based on deep learning in natural language processing tasks

Haowei Yang, Qi Wang, Taiyuan Mei, Xiaohan Cheng, Yun Zi, Zijun Gao

arxiv:2405.11704 v1 · 2024-05-20 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{Z35YUI65RCVYYLFJ2XDT72XILS}

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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

1 paper in Pith

Stock Type Prediction Model Based on Hierarchical Graph Neural Network

Receipt and verification

First computed	2026-07-05T08:20:43.270748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cefb8a23dd88ab8c2ca9d5c73feae85ca4d20f96e065b2a188989a476f51457c

Aliases

arxiv: 2405.11704 · arxiv_version: 2405.11704v1 · doi: 10.48550/arxiv.2405.11704 · pith_short_12: Z35YUI65RCVY · pith_short_16: Z35YUI65RCVYYLFJ · pith_short_8: Z35YUI65

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/Z35YUI65RCVYYLFJ2XDT72XILS \
  | 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: cefb8a23dd88ab8c2ca9d5c73feae85ca4d20f96e065b2a188989a476f51457c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aec29b5c0ae33cfa56acf0b3d720f4e096104d6f647c5d782b011e1c2f16062d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-20T00:10:00Z",
    "title_canon_sha256": "ecdfe29c988c21c8c3329b9ad65c5df7b094533793bddda3641a2258ff3dc0fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.11704",
    "kind": "arxiv",
    "version": 1
  }
}