Pith Number

pith:2IWL2TID

pith:2023:2IWL2TIDTDVEPXPCKNHDEENT4Z

not attested not anchored not stored refs pending

A Review of Hybrid and Ensemble in Deep Learning for Natural Language Processing

Jianguo Jia, Wen Liang, Youzhi Liang

arxiv:2312.05589 v2 · 2023-12-09 · 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{2IWL2TIDTDVEPXPCKNHDEENT4Z}

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.

Cited by

1 paper in Pith

Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction

Receipt and verification

First computed	2026-07-05T08:53:18.812348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d22cbd4d0398ea47dde2534e3211b3e666bf0b070d174319d5a0ae5426a445e0

Aliases

arxiv: 2312.05589 · arxiv_version: 2312.05589v2 · doi: 10.48550/arxiv.2312.05589 · pith_short_12: 2IWL2TIDTDVE · pith_short_16: 2IWL2TIDTDVEPXPC · pith_short_8: 2IWL2TID

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/2IWL2TIDTDVEPXPCKNHDEENT4Z \
  | 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: d22cbd4d0398ea47dde2534e3211b3e666bf0b070d174319d5a0ae5426a445e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e35be2000f3ca3a4264ab896645133794ecd555a29d708431bc2f2dd5a033c4c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-09T14:49:34Z",
    "title_canon_sha256": "bcab8d021968c808129e4f0b21765545126bcede967e1090452275a78ed405cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05589",
    "kind": "arxiv",
    "version": 2
  }
}