Pith Number

pith:QXPS4QCM

pith:2024:QXPS4QCMAHUFHGWT3HX6EUDZFN

not attested not anchored not stored refs pending

PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition

Brian Mac Namee, Can Huang, Jinghui Lu, Xuejing Liu, Yanjie Wang, Ziwei Yang

arxiv:2402.04838 v5 · 2024-02-07 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{QXPS4QCMAHUFHGWT3HX6EUDZFN}

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Record completeness

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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

Accelerating Large Language Model Reasoning via Speculative Search

Receipt and verification

First computed	2026-07-05T09:38:24.272926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85df2e404c01e8539ad3d9efe250792b73c9c10ab6966efe22486451e13af78a

Aliases

arxiv: 2402.04838 · arxiv_version: 2402.04838v5 · doi: 10.48550/arxiv.2402.04838 · pith_short_12: QXPS4QCMAHUF · pith_short_16: QXPS4QCMAHUFHGWT · pith_short_8: QXPS4QCM

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/QXPS4QCMAHUFHGWT3HX6EUDZFN \
  | 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: 85df2e404c01e8539ad3d9efe250792b73c9c10ab6966efe22486451e13af78a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d42819e7612b89bfe31977dff2186818a2a00b58cb5f0aa6c4215313c2f83a6d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-07T13:39:38Z",
    "title_canon_sha256": "817ecffe2804f0adedca8a70151c230e537f523c0af61d063adf3c6fab61a6d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04838",
    "kind": "arxiv",
    "version": 5
  }
}